{"id":"W2889520311","doi":"10.1016/j.fishres.2018.08.006","title":"Perceptions regarding the need for broad sustainability assessments of Australian fisheries","year":2018,"lang":"en","type":"article","venue":"Fisheries Research","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"Svenska Forskningsrådet Formas; Fisheries Research and Development Corporation","keywords":"Sustainability; Business; Corporate governance; Government (linguistics); Legislation; Process (computing); Fishery; Environmental resource management; Environmental planning; Political science; Geography; Economics; Ecology; Finance; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002447926,0.0001749377,0.0002392899,0.00008630924,0.001214398,0.0002396223,0.001036794,0.0001350732,0.02649459],"category_scores_gemma":[0.001476903,0.0001291723,0.0001336971,0.001009445,0.00452192,0.0005571048,0.001166236,0.0004831636,0.00007211146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004394074,"about_ca_system_score_gemma":0.0001422166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003201331,"about_ca_topic_score_gemma":0.00161376,"domain_scores_codex":[0.9965475,0.0004330382,0.0003719599,0.0004933976,0.00116002,0.0009941478],"domain_scores_gemma":[0.9978149,0.000507678,0.00006598399,0.0009133389,0.0005289711,0.0001691174],"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":[0.0005716091,0.0001539816,0.6790978,0.000151916,0.00003871868,0.000002805929,0.001779481,0.000003934287,0.001689971,0.0003110357,0.2784364,0.03776237],"study_design_scores_gemma":[0.0003242635,0.0007197697,0.1731347,0.000006043572,0.00000715244,0.000002867107,0.008727699,0.0003381964,0.0009396711,0.003063048,0.8125796,0.0001569565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6198196,0.000002634271,0.0003635526,0.01389642,0.0001501999,0.001666621,0.00005046958,0.00004958409,0.3640009],"genre_scores_gemma":[0.8851337,0.0000267858,0.001198701,0.00007150472,0.0002269947,0.0004507312,0.00002513779,0.00003285419,0.1128335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5341431,"threshold_uncertainty_score":0.9981872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08807288545213303,"score_gpt":0.4064264360319005,"score_spread":0.3183535505797675,"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."}}