{"id":"W4402167272","doi":"10.1002/fsh.11171","title":"Red Fish, Blue Fish","year":2024,"lang":"en","type":"article","venue":"Fisheries","topic":"Marine Invertebrate Physiology and Ecology","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fish <Actinopterygii>; Starfish; Confusion; Jellyfish; Fishery; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008132706,0.00009470692,0.0001199681,0.00003677181,0.0001118379,0.00007394212,0.0001365217,0.00008857856,0.04817042],"category_scores_gemma":[0.00003312641,0.00007661408,0.00004467545,0.0001346292,0.0001177879,0.0002395752,0.00001560478,0.000142724,0.001055899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001876038,"about_ca_system_score_gemma":0.00003595366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005714484,"about_ca_topic_score_gemma":0.01126381,"domain_scores_codex":[0.9993409,0.00004143272,0.0001161934,0.000213487,0.00005718609,0.0002307838],"domain_scores_gemma":[0.9996895,0.0001084699,0.00001359602,0.0001235957,0.0000107668,0.00005413306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003273116,0.000006691069,0.1922103,0.00005810322,0.00004407018,0.00009519161,0.0002928631,0.0001053783,0.00001958966,0.0002221146,0.7753667,0.03154626],"study_design_scores_gemma":[0.00004603129,0.00008771109,0.3703047,0.000008330425,0.000007611902,0.00001880134,0.00005552049,0.005670741,0.00009333772,0.003386698,0.6202056,0.0001148954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8204302,0.0001744493,0.00001728767,0.01320401,0.00296844,0.0001054184,0.0001382404,0.0003418442,0.1626202],"genre_scores_gemma":[0.9868846,0.00008456485,0.0001009973,0.003063108,0.000330179,0.000002768468,0.0003292857,0.000003979342,0.009200513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1780944,"threshold_uncertainty_score":0.9997219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01388287961435065,"score_gpt":0.1944599416584433,"score_spread":0.1805770620440927,"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."}}