{"id":"W4236922525","doi":"10.18331/sfs","title":"Survey in Fisheries Sciences","year":2023,"lang":"en","type":"paratext","venue":"Journal of Survey in Fisheries Sciences","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Fishery; Fisheries science; Geography; Data science; Fisheries management; Fishing; Computer science; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001771068,0.0009550297,0.0008361381,0.003661074,0.0008041174,0.003565835,0.0009533102,0.001878146,0.3561228],"category_scores_gemma":[0.00608902,0.0003884001,0.0002738621,0.003689393,0.0005423514,0.002389594,0.001791413,0.00135297,0.2726314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001443481,"about_ca_system_score_gemma":0.002371199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009864777,"about_ca_topic_score_gemma":0.02143216,"domain_scores_codex":[0.9988159,0.0002413505,0.00012495,0.0002080712,0.0004703109,0.0001394532],"domain_scores_gemma":[0.9950007,0.001285897,0.0003385588,0.0004502509,0.001969187,0.0009553841],"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":[0.00003305984,0.0000183681,0.0002607221,0.00008239708,0.000001368397,0.000008539045,0.00001511233,0.00003102937,0.0000948723,0.001832173,0.9582089,0.03941353],"study_design_scores_gemma":[0.000009607844,0.00001177163,0.002040386,0.00009712078,0.000001441777,0.0000166057,0.00002511202,0.0000803236,0.00006545745,0.000682146,0.9969664,0.000003584623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007940687,0.007274977,0.001605897,0.01055527,0.01511885,0.0002228333,0.01458174,0.0008720108,0.9489745],"genre_scores_gemma":[0.002030867,0.002083734,0.0004097873,0.001481943,0.002003493,0.00008316612,0.003275839,0.0002475449,0.9883837],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3561228,"threshold_uncertainty_score":0.9184127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2615683083049204,"score_gpt":0.3313572391157381,"score_spread":0.06978893081081766,"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."}}