{"id":"W4403085819","doi":"10.1016/j.ocecoaman.2024.107406","title":"Pressures on Egyptian Red Sea fisheries from the artisan fishers’ perspective","year":2024,"lang":"en","type":"article","venue":"Ocean & Coastal Management","topic":"Middle East and Rwanda Conflicts","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Al-Azhar University; Queen's University; Ministry of Higher Education, Egypt; Queen's University Belfast","keywords":"Fishery; Perspective (graphical); Marine fisheries; Geography; Fish <Actinopterygii>; Biology; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003391159,0.0001665143,0.0001265488,0.00005315954,0.000603652,0.0006402901,0.0003929698,0.00005648512,0.001099987],"category_scores_gemma":[0.0000415931,0.0001207934,0.0001097286,0.0002688162,0.0002989116,0.0002050084,0.0001834741,0.0001867061,0.0001578768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008341191,"about_ca_system_score_gemma":0.00004570868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00502781,"about_ca_topic_score_gemma":0.009609853,"domain_scores_codex":[0.9983522,0.0001732184,0.0001423739,0.0004104248,0.000574598,0.0003471278],"domain_scores_gemma":[0.9993878,0.0001374693,0.00003547363,0.0002899109,0.00004609981,0.0001032392],"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":[0.00009500998,0.00008260344,0.002440517,0.00003660558,0.0004401098,0.0001841106,0.07012931,0.00002665618,0.00000701186,0.4521742,0.4497261,0.0246578],"study_design_scores_gemma":[0.0001480767,0.00005186273,0.01014909,0.0001167682,0.00006861164,2.067704e-7,0.05657429,0.00006267537,0.00001536474,0.007098379,0.9255465,0.0001681409],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01647664,0.0006133238,0.00009226592,0.0428812,0.001240185,0.0005954131,0.00009223422,0.0003183326,0.9376904],"genre_scores_gemma":[0.9267556,0.0001618293,0.00006093481,0.0007191461,0.0006937952,0.00001249959,0.00001897255,0.00002253557,0.0715547],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.910279,"threshold_uncertainty_score":0.9998131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0226202869790511,"score_gpt":0.2719149741580814,"score_spread":0.2492946871790302,"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."}}