{"id":"W4405090981","doi":"10.1643/i2023047","title":"How Many Fish Species Are in North America?","year":2024,"lang":"fr","type":"article","venue":"Ichthyology & Herpetology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Fish <Actinopterygii>; Geography; Fishery; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002376436,0.0004603724,0.0007791141,0.0002716422,0.000224576,0.00007721106,0.0005651922,0.0005255538,0.01214705],"category_scores_gemma":[0.0001482174,0.000484357,0.0001532297,0.0008850898,0.003562022,0.0004292185,0.0008663338,0.0008436929,0.00584481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003903978,"about_ca_system_score_gemma":0.00003038793,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004775054,"about_ca_topic_score_gemma":0.209183,"domain_scores_codex":[0.9965317,0.0004627216,0.0004283772,0.001116562,0.0001653582,0.001295283],"domain_scores_gemma":[0.9988253,0.0004594153,0.0001454493,0.0004406177,0.00001303109,0.0001161965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003669477,0.0002160909,0.5658894,0.0001537019,0.000250393,0.004420967,0.001116633,0.000190935,0.0000194782,0.00521415,0.4127957,0.009695797],"study_design_scores_gemma":[0.0001858533,0.0001624976,0.4924968,0.00002472607,0.00007567881,0.00008029136,0.0009538745,0.0002331647,0.000005765055,0.0008861925,0.5046635,0.0002317328],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5388442,0.008223394,0.000457645,0.3954858,0.008684274,0.0005189827,0.0001419142,0.0001978253,0.04744595],"genre_scores_gemma":[0.8315266,0.006671015,0.0003765193,0.01358449,0.0003966854,0.0001502799,0.00004207991,0.00004861132,0.1472037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3819013,"threshold_uncertainty_score":0.9997608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169982125140824,"score_gpt":0.2159180850108485,"score_spread":0.2042182637594403,"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."}}