{"id":"W3187240885","doi":"10.1139/cjfas-2021-0045","title":"Bycatch reduction in the deep-water shrimp (<i>Pandalus borealis</i>) trawl fishery by increasing codend mesh openness","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bycatch; Shrimp; Fishery; Crangon crangon; Juvenile; Environmental science; Biology; Fish <Actinopterygii>; Crustacean; Ecology; Decapoda","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0004937158,0.0005246694,0.000250769,0.0002657018,0.0002242833,0.0003521753,0.0002838406,0.0002888446,0.001100502],"category_scores_gemma":[0.0007162031,0.0001777317,0.0005779843,0.0001844454,0.0002779085,0.0002664154,0.0003389308,0.000271442,0.000153616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006358969,"about_ca_system_score_gemma":0.0003561696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01368316,"about_ca_topic_score_gemma":0.03656034,"domain_scores_codex":[0.999537,0.000103029,0.00003210906,0.0001483862,0.0001120476,0.00006760263],"domain_scores_gemma":[0.9994239,0.0001271864,0.0002446127,0.00005984593,0.00006922905,0.00007530316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00403681,0.001912722,0.3630315,0.0003417911,0.0004998019,0.0002209285,0.0003524961,0.006744469,0.5643877,0.0001379465,0.0002624971,0.05807123],"study_design_scores_gemma":[0.0000297207,0.004477819,0.9531783,0.00001012562,0.0001534867,0.00006103174,0.0001388907,0.001856508,0.03919314,0.00003647911,0.0008448618,0.00001970817],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993035,0.00003354175,0.0003269002,0.000006699615,0.000002215861,0.00001738424,0.00007725892,0.000008033384,0.0002244086],"genre_scores_gemma":[0.9967703,0.00005210431,0.002087872,0.00003378465,0.000002313591,0.00006038179,0.0002264189,0.000006666375,0.000760223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01368316,"threshold_uncertainty_score":0.02720708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749689754323343,"score_gpt":0.2321581972039513,"score_spread":0.2146612996607179,"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."}}