{"id":"W3195471050","doi":"10.3389/fmars.2021.707999","title":"Fishing Effort and Associated Catch per Unit Effort for Small-Scale Fisheries in the Mozambique Channel Region: 1950–2016","year":2021,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Bloomberg Philanthropies; Paul M. Angell Family Foundation; University of British Columbia; Marisla Foundation; Minderoo Foundation; Oak Foundation; David and Lucile Packard Foundation","keywords":"Fishing; Fishery; Artisanal fishing; Catch per unit effort; Geography; Livelihood; Exclusive economic zone; Scale (ratio); Agriculture; Cartography; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001795712,0.0001673118,0.0002325355,0.0001039627,0.0003617283,0.0002410948,0.0007825897,0.00009131394,0.0002194197],"category_scores_gemma":[0.0003445558,0.0001345632,0.00004525963,0.001315195,0.0009782856,0.0005640225,0.001198417,0.0003274104,0.000002787513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002250776,"about_ca_system_score_gemma":0.0001196202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002458921,"about_ca_topic_score_gemma":0.006364374,"domain_scores_codex":[0.9978873,0.00007432226,0.0002633054,0.0005978016,0.0004983066,0.0006789463],"domain_scores_gemma":[0.9993051,0.00008243996,0.00006257468,0.0003986616,0.0000412298,0.0001100492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002688318,0.00006154785,0.9671718,0.00001621646,0.000002985235,0.00003315465,0.001195116,0.00002249719,0.0000481274,0.00001824477,0.007218094,0.02418531],"study_design_scores_gemma":[0.0006046408,0.0001096626,0.9547764,0.00001861327,0.000005718097,0.00002521439,0.00234359,0.004477335,0.0001873101,0.002827717,0.03436268,0.0002611289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389598,0.00001451207,0.0007997627,0.005238531,0.0003251778,0.0005790457,0.000005836199,0.00002212051,0.05405524],"genre_scores_gemma":[0.9645724,0.0003290846,0.01658503,0.001395384,0.00007766292,0.0003201311,0.00005216582,0.00003121656,0.01663698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03741826,"threshold_uncertainty_score":0.5487328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01934685650320965,"score_gpt":0.2361947962900924,"score_spread":0.2168479397868828,"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."}}