{"id":"W6963047569","doi":"10.17895/ices.pub.24720123.v1","title":"Management objectives, trade-offs and strategies in a changing ocean","year":2019,"lang":"en","type":"other","venue":"Figshare","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fisheries management; Fishing; Ecosystem-based management; Ecosystem approach; Arctic; Ecosystem; Sustainable management; Herring; Resource management (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":{"n_in":0,"stratum":"about_only","weight":3321.24,"opus":{"tier":"OUT","genre":"other","about_ca":false,"confidence":"medium","reason":"Conference session abstract collection on fisheries management objectives, trade-offs, and strategies; the object is ocean and fisheries management, and the evaluation of stock assessment methods within it is domain methodology rather than a study of research practice."},"gpt":{"tier":"OUT","genre":"other","about_ca":false,"confidence":"high","reason":"The collection concerns fisheries management strategies and ecosystems, not research itself."},"grok":{"tier":"OUT","genre":"other","about_ca":false,"confidence":"high","reason":"Fisheries management conference session abstracts; domain management science, not metaresearch."}},"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003901505,0.0005651588,0.0005846176,0.001109419,0.002221547,0.006029957,0.0007950792,0.001962075,0.009035283],"category_scores_gemma":[0.004377714,0.0002772036,0.0003772265,0.001307341,0.002877903,0.003129361,0.00365063,0.002225186,0.0009780877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006906271,"about_ca_system_score_gemma":0.008348666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04284384,"about_ca_topic_score_gemma":0.1089113,"domain_scores_codex":[0.9988398,0.000378815,0.00004160083,0.0001312637,0.0003492765,0.0002593477],"domain_scores_gemma":[0.9972403,0.0006906116,0.0002800779,0.00007915927,0.0007834167,0.0009264237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002248665,0.000155158,0.0337294,0.0009663081,0.0001663056,0.0007331457,0.008946569,0.01856961,0.003446894,0.1696028,0.2206119,0.542847],"study_design_scores_gemma":[0.00003277242,0.0001405256,0.03363234,0.00208366,0.00009488242,0.0001573179,0.03719189,0.007082205,0.0008903824,0.2740996,0.6444186,0.0001758594],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.08771842,0.1161642,0.02754207,0.423353,0.004191596,0.000267042,0.0008860666,0.0003227924,0.3395549],"genre_scores_gemma":[0.6940513,0.1007553,0.0342362,0.01084636,0.001425053,0.000328234,0.0004987346,0.000226925,0.1576319],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04284384,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02508753672962724,"score_gpt":0.2620851663721597,"score_spread":0.2369976296425325,"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."}}