{"id":"W6907050949","doi":"10.17895/ices.pub.21557826","title":"Theme session B - Spatial management, climate change, and biodiversity","year":2022,"lang":"en","type":"other","venue":"International Council for the Exploration of the Sea (ICES)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bycatch; Marine protected area; Fisheries science; Seascape; Pelagic zone; Climate change; Vulnerability assessment; Archipelago; Fishing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001829383,0.00196053,0.001177879,0.001606812,0.001864758,0.004956948,0.001434282,0.003207806,0.2437323],"category_scores_gemma":[0.001439941,0.0004169561,0.001362806,0.001967415,0.0004743195,0.002786903,0.00437564,0.003535816,0.06730922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0022171,"about_ca_system_score_gemma":0.003755367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009285995,"about_ca_topic_score_gemma":0.01802937,"domain_scores_codex":[0.9993394,0.0000654422,0.00002023052,0.000126545,0.000231017,0.0002173398],"domain_scores_gemma":[0.9979656,0.0001500939,0.00007677409,0.00006223573,0.000761567,0.0009837268],"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":[0.00005480066,0.00005793079,0.0003704455,0.0001486874,0.000006253375,0.00001980016,0.00003406771,0.0001000721,0.0002455752,0.0007558204,0.9748215,0.02338499],"study_design_scores_gemma":[0.00003180797,0.0001036127,0.00612293,0.0003545923,0.00001237707,0.00003889989,0.0003773293,0.0002010741,0.0001502841,0.001401462,0.9911891,0.00001658855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007710599,0.03733731,0.00364014,0.09109671,0.2659494,0.001116459,0.007499861,0.0007296379,0.5849199],"genre_scores_gemma":[0.01538314,0.01730933,0.001318117,0.006969612,0.05510788,0.0007990928,0.006260504,0.0004825481,0.8963698],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2437323,"threshold_uncertainty_score":0.8153659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2203514929730482,"score_gpt":0.288687415842896,"score_spread":0.06833592286984783,"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."}}