{"id":"W4213359471","doi":"10.1111/faf.12650","title":"Strength and consistency of density dependence in marine fish productivity","year":2022,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"H2020 Food; Horizon 2020 Framework Programme; Miljø- og Fødevareministeriet","keywords":"Productivity; Fishery; Fish <Actinopterygii>; Consistency (knowledge bases); Marine fish; Environmental science; Biology; Mathematics; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.004371357,0.0001395064,0.000238216,0.001168634,0.0002145835,0.0005918378,0.0004059726,0.0003009126,0.0008958717],"category_scores_gemma":[0.01919429,0.0002432679,0.0002807105,0.0004543776,0.0006702525,0.0005742309,0.0006778661,0.0002226691,0.0001859541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000416702,"about_ca_system_score_gemma":0.0001837718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010669,"about_ca_topic_score_gemma":0.01567876,"domain_scores_codex":[0.9988033,0.0005023598,0.0001277118,0.0002393085,0.0002317751,0.00009549315],"domain_scores_gemma":[0.9826817,0.01097465,0.002850628,0.00128904,0.001986917,0.0002171308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002815709,0.000004094448,0.9956317,0.000005990921,0.0000639609,0.00001454224,0.00005788302,0.0006822584,0.0007596182,0.00008412699,0.00003258757,0.002635106],"study_design_scores_gemma":[0.000001243949,0.00001569192,0.994683,0.000004186433,0.00001104093,0.00005708405,0.00005352959,0.004659282,0.0002748315,0.0001838534,0.00005054193,0.000005894219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968349,0.00007675472,0.002038902,0.00002349809,0.00000292054,0.000004967882,0.000172012,0.00001404569,0.0008319042],"genre_scores_gemma":[0.9996951,0.00001061768,0.000145553,0.000003630372,0.000001567657,0.000001500028,0.0000838831,0.000001693322,0.00005658471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01010669,"threshold_uncertainty_score":0.02311826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01240044138716889,"score_gpt":0.2091374728147425,"score_spread":0.1967370314275736,"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."}}