{"id":"W7038587923","doi":"","title":"IFISH5: connecting the dots","year":2021,"lang":"en","type":"article","venue":"AquaDocs  (United Nations Educational, Scientific and Cultural Organization)","topic":"Education, Innovation and Language Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fishing; Fishing industry; Occupational safety and health; Fish <Actinopterygii>; Commercial fishing; Best practice","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009829072,0.001123948,0.0005028783,0.002462599,0.009108364,0.01227713,0.002074938,0.009749074,0.3803469],"category_scores_gemma":[0.02187192,0.0006925226,0.0007959282,0.001512285,0.003453261,0.01246753,0.01516583,0.01035478,0.1739484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005966917,"about_ca_system_score_gemma":0.0161976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03369151,"about_ca_topic_score_gemma":0.06526537,"domain_scores_codex":[0.9923543,0.001315338,0.0002140966,0.0008324996,0.002549167,0.002734505],"domain_scores_gemma":[0.9761835,0.001831787,0.0004042522,0.001663331,0.005746481,0.0141707],"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":[0.00001074847,0.00001311672,0.000132746,0.00001437689,9.143762e-7,0.00003846909,0.000144916,0.00001947902,0.0000508075,0.004228981,0.9814216,0.01392376],"study_design_scores_gemma":[0.000003563149,0.000007448009,0.0001607439,0.00004106469,4.4612e-7,0.00001522768,0.0003731837,0.00002215777,0.00002772284,0.001024835,0.9983182,0.000005340924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002166829,0.003048221,0.007733236,0.38135,0.07213925,0.0002124656,0.002702808,0.007062702,0.5235845],"genre_scores_gemma":[0.01930456,0.001581553,0.007052626,0.06853935,0.006146745,0.000224587,0.004204185,0.002852909,0.8900935],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6196531,"threshold_uncertainty_score":0.8838599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02941573157086434,"score_gpt":0.3326695740215602,"score_spread":0.3032538424506958,"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."}}