{"id":"W4293194839","doi":"10.5751/ace-02224-170213","title":"Bioacoustically derived migration arrival times in boreal birds: implications for assessing habitat quality","year":2022,"lang":"en","type":"article","venue":"Avian Conservation and Ecology","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Biodiversity Monitoring Institute","keywords":"Warbler; Habitat; Ecology; Geography; Arrival time; Boreal; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001273725,0.0004759151,0.0003930242,0.00098999,0.0002485742,0.0007185298,0.0003927858,0.0003532414,0.0009928487],"category_scores_gemma":[0.004280738,0.0003042267,0.000272581,0.0008602996,0.0002404862,0.000727324,0.0002591185,0.0003834646,0.0002855381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002604225,"about_ca_system_score_gemma":0.000154828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007220933,"about_ca_topic_score_gemma":0.01722582,"domain_scores_codex":[0.9997429,0.00007516711,0.00003048479,0.00008887216,0.00004176149,0.00002075918],"domain_scores_gemma":[0.9967584,0.000989599,0.001518963,0.000143731,0.0003243813,0.0002649324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001015132,0.00004756426,0.9821205,0.00004926632,0.00004148505,0.00002559489,0.0002179305,0.0004454164,0.007435627,0.00002323912,0.0001109079,0.009381142],"study_design_scores_gemma":[0.000001620596,0.0000305167,0.9990653,0.000003051171,0.000008258401,0.00005027607,0.00006499342,0.000574067,0.0001275042,0.0000140889,0.00005653607,0.000003610062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964868,0.0003892168,0.002002272,0.00003024448,0.000014399,0.00001097984,0.0004969274,0.00004874208,0.0005204055],"genre_scores_gemma":[0.993138,0.000212217,0.005426619,0.00003089977,0.00003027346,0.00002800972,0.0008978411,0.00002225026,0.0002137721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007220933,"threshold_uncertainty_score":0.01435781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04811608957389067,"score_gpt":0.3430973296806218,"score_spread":0.2949812401067311,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}