High-Priority Detections Requiring Review
21 detections flagged for expert review due to low confidence (<0.5) combined with rarity (single detection).
River Warbler (Locustella fluviatilis)
📊 Confidence: 0.254 | ⏰ Time: 2025-10-14 07:24:24
🚩 Reason: Low confidence + rare species
Needs Review
Common Raven (Corvus corax)
📊 Confidence: 0.262 | ⏰ Time: 2025-10-14 18:10:20
🚩 Reason: Low confidence + rare species
Needs Review
Common Goldeneye (Bucephala clangula)
📊 Confidence: 0.265 | ⏰ Time: 2025-10-13 17:25:59
🚩 Reason: Low confidence + rare species
Needs Review
Eurasian Eagle-Owl (Bubo bubo)
📊 Confidence: 0.381 | ⏰ Time: 2025-10-15 12:07:33
🚩 Reason: Low confidence + rare species
Needs Review
...and 17 additional species requiring review. Full list available in verification_review_full.json
Species That Failed Verification
Great Bittern (Botaurus stellaris)
📊 Detections: 129 (all rejected)
📈 Confidence Range: 0.25-0.91
❌ Reason: Rain drops hitting microphone mimicked booming calls
💡 Lesson: Demonstrates challenge of wet-weather acoustic monitoring
All False Positives
European Storm-Petrel (Hydrobates pelagicus)
📊 Detections: 4
❌ Reason: Marine species unlikely at inland wetland
💡 Assessment: Likely insect or bat ultrasonic calls
Habitat Mismatch
Common Loon (Gavia immer)
📊 Detections: 5
❌ Reason: Low confidence, habitat mismatch
💡 Assessment: Could not confirm from spectrograms
Unconfirmed
Manx Shearwater (Puffinus puffinus)
📊 Detections: 3
❌ Reason: Marine species, extreme habitat mismatch
💡 Assessment: Rejected - wrong habitat
Marine Species
Black Woodpecker (Dryocopus martius)
📊 Detections: 2 (all nocturnal)
❌ Reason: Nocturnal detections - biologically impossible (diurnal species)
💡 Assessment: No evidence of nocturnal calling in literature
Temporal Impossibility
Common Grasshopper-Warbler (Locustella naevia)
📊 Detections: 59 (all rejected)
❌ Reason: Seasonal impossibility - summer visitor, departs by late September
💡 Assessment: October presence extremely unlikely, spectrograms showed rain noise
Seasonal Impossibility
Corn Crake (Crex crex)
📊 Detections: 1
❌ Reason: Seasonal impossibility - should be in Africa by mid-October
💡 Assessment: Long-distance migrant, October presence biologically implausible
Seasonal Impossibility