{"id":"W4410962678","doi":"10.1111/jbi.15164","title":"Assessing Cetacean Habitat Suitability in the Northeast Pacific From Citizen Science Data","year":2025,"lang":"en","type":"article","venue":"Journal of Biogeography","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada; Transport Canada; Administration portuaire Vancouver-Fraser","keywords":"Citizen science; Geography; Habitat; Fishery; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001389769,0.0002928148,0.0002453531,0.001550802,0.0003465626,0.0007646679,0.0004296127,0.0003117946,0.0009696198],"category_scores_gemma":[0.004429057,0.0002094229,0.0005386049,0.001570449,0.000218178,0.000820645,0.0009558854,0.0003273012,0.0002283525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008366933,"about_ca_system_score_gemma":0.0007740961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08443308,"about_ca_topic_score_gemma":0.1421902,"domain_scores_codex":[0.9995281,0.0001544934,0.00004119947,0.0001197719,0.0001049496,0.00005144863],"domain_scores_gemma":[0.9984199,0.0004840811,0.0004384562,0.0001922508,0.0003453397,0.0001199697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003627727,0.00002848193,0.9822245,0.00002761785,0.0000873675,0.00004080059,0.0001708577,0.00757057,0.0003028119,0.0000475766,0.0003432618,0.009119866],"study_design_scores_gemma":[0.000005032191,0.0000479114,0.945181,0.00004043866,0.00003607483,0.00005605092,0.001116073,0.05192646,0.0003600284,0.0002505695,0.0009657832,0.00001465215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959435,0.00004129261,0.001258898,0.00006551993,0.000002461049,0.00001380043,0.00199198,0.0000203906,0.0006621101],"genre_scores_gemma":[0.9937837,0.00005568159,0.002297702,0.00002072245,0.000003104719,0.00003056225,0.003568451,0.000005150789,0.0002349659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08443308,"threshold_uncertainty_score":0.1678833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02989701048630864,"score_gpt":0.2945962334530598,"score_spread":0.2646992229667511,"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."}}