{"id":"W4387670045","doi":"10.7717/peerj.16244","title":"Developing a semi-pelagic trawl to capture redfish in the Gulf of St. Lawrence, Canada","year":2023,"lang":"en","type":"article","venue":"PeerJ","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bycatch; Fishery; Pelagic zone; Oceanography; Environmental science; Seabed; Bathymetry; Sebastes; Geology; Fishing; Fish <Actinopterygii>; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003329534,0.00006045607,0.00008956957,0.00002919654,0.00004681133,0.00001566655,0.0003879833,0.00002739326,0.001502858],"category_scores_gemma":[0.00009691677,0.00004437003,0.0000152317,0.0009221861,0.00004476383,0.00004445187,0.0002047417,0.0001256983,0.00004084157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001303423,"about_ca_system_score_gemma":0.00009428833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5685783,"about_ca_topic_score_gemma":0.8672539,"domain_scores_codex":[0.9989553,0.00003932069,0.0001233343,0.0001533475,0.0004698994,0.0002588105],"domain_scores_gemma":[0.9996738,0.00006601116,0.00001667426,0.000188999,0.000007096005,0.00004736192],"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":[0.00001995437,0.00002346569,0.4225111,0.00003905644,0.000007520625,0.0001483758,0.004767978,0.000660371,0.0005893612,0.0004549269,0.5453546,0.02542331],"study_design_scores_gemma":[0.0001024526,0.00001976103,0.3465133,0.000007479622,0.00000142879,0.000003991333,0.001697874,0.0003139368,0.000141089,0.0003749855,0.6507139,0.0001098512],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7113973,0.000004142159,0.00004988029,0.01295905,0.00007403356,0.0002452608,0.00002589284,0.00001667378,0.2752278],"genre_scores_gemma":[0.9909147,0.00001018433,0.0001641843,0.0009526692,0.0000182748,0.00002598749,0.00001374546,0.000006137733,0.007894122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2986756,"threshold_uncertainty_score":0.9994099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02387089707711659,"score_gpt":0.2549839270210874,"score_spread":0.2311130299439708,"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."}}