{"id":"W6925528029","doi":"10.17895/ices.pub.25729608.v1","title":"Bottom-up approaches: the contribution of marine benthos to management, conservation and monitoring; taking stock, and setting research direction","year":2018,"lang":"en","type":"other","venue":"Figshare","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Trawling; Benthic zone; Benthos; Trophic level; Bottom trawling; Bycatch; Marine ecosystem; Trophic cascade","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":[0.08473311,0.002207809,0.002121733,0.007804471,0.008183465,0.02032357,0.005087514,0.006770296,0.02517087],"category_scores_gemma":[0.08057262,0.001160869,0.001926185,0.004860647,0.01235202,0.01780666,0.02057505,0.01033522,0.01485036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01089321,"about_ca_system_score_gemma":0.03306561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008071049,"about_ca_topic_score_gemma":0.01853296,"domain_scores_codex":[0.9375855,0.03127911,0.003252772,0.004836902,0.0200382,0.003007485],"domain_scores_gemma":[0.8611698,0.0507484,0.007931935,0.01572705,0.04151182,0.02291091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007197565,0.00007039912,0.00236793,0.002724348,0.0001026106,0.000235579,0.00772803,0.0004033779,0.001126864,0.04149085,0.3489819,0.5946961],"study_design_scores_gemma":[0.00001920625,0.000127265,0.003750844,0.005732179,0.00009535936,0.0001787872,0.01111393,0.0004419994,0.001168366,0.1233955,0.8538737,0.0001027914],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004690415,0.07358986,0.1085717,0.6314769,0.03109691,0.001007545,0.0007381455,0.001376167,0.1474524],"genre_scores_gemma":[0.1464445,0.1176648,0.3760082,0.1412985,0.02321483,0.003872995,0.001388453,0.002766228,0.1873415],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08473311,"threshold_uncertainty_score":0.4481169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2096578990976963,"score_gpt":0.2983842904225515,"score_spread":0.08872639132485519,"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."}}