{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000583707,0.0001584852,0.0002468812,0.001237564,0.001330968,0.00146313,0.0003188559,0.0004504744,0.004100733],"category_scores_gemma":[0.001606304,0.0001861919,0.0002063695,0.001979194,0.001463662,0.002225404,0.000775377,0.0004087542,0.0005927241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001276991,"about_ca_system_score_gemma":0.001284304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08488978,"about_ca_topic_score_gemma":0.2402991,"domain_scores_codex":[0.9994391,0.00008632595,0.00003534323,0.0001789266,0.0001440316,0.0001161858],"domain_scores_gemma":[0.9989034,0.000148177,0.0003598424,0.00008423891,0.000253901,0.0002504698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001024715,0.00001496454,0.8475213,0.0002754233,0.0001106133,0.0002985736,0.006357506,0.0001128064,0.002558228,0.002682736,0.009236951,0.1307284],"study_design_scores_gemma":[0.000003326011,0.00003016945,0.9348134,0.0001661927,0.00004258853,0.0005523929,0.02333213,0.00006671456,0.0001576874,0.001726219,0.0390945,0.00001465436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9381947,0.01525244,0.000789467,0.01018405,0.0003121934,0.00001689682,0.001217501,0.00004387436,0.03398886],"genre_scores_gemma":[0.9812685,0.0091461,0.0008036495,0.002173753,0.0001305215,0.00001718402,0.0004813308,0.00001767382,0.005961302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08488978,"threshold_uncertainty_score":0.1687913,"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."}}