{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006504586,0.0001139806,0.00009001043,0.0007036807,0.008541189,0.00112154,0.0002237338,0.00006189841,0.01078924],"category_scores_gemma":[0.006247862,0.000092526,0.00002843146,0.019517,0.0005670474,0.0006611474,0.00005758512,0.0001312024,0.00008411906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008592751,"about_ca_system_score_gemma":0.0006306793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004694969,"about_ca_topic_score_gemma":0.005430771,"domain_scores_codex":[0.9985251,0.000216998,0.0002609876,0.0003275842,0.0004492003,0.0002200621],"domain_scores_gemma":[0.9945819,0.0005407094,0.0001494151,0.0002151307,0.004418827,0.00009405889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[3.647268e-7,0.00009441539,0.005581145,0.000006961068,0.00003038624,2.99916e-7,0.057602,0.00001200471,0.0003199895,0.8652425,0.07014201,0.0009678599],"study_design_scores_gemma":[0.0001150113,0.000002509443,0.02289966,0.0000163707,0.00002800979,0.00001185436,0.1985417,0.00001646674,0.0002207314,0.002315637,0.7756677,0.0001643898],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6813089,0.001069169,0.0004133275,0.2574752,0.0034814,0.0003827743,0.00004431756,0.0001500049,0.05567489],"genre_scores_gemma":[0.9196256,0.0003092792,0.001057572,0.001440127,0.0005417056,0.00002062935,0.001842803,0.0000135752,0.07514872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8629269,"threshold_uncertainty_score":0.9999154,"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."}}