{"id":"W7164937075","doi":"10.1080/17153379.2023.12558282","title":"Asia-Pacific Fishing Livelihoods.","year":2023,"lang":"en","type":"article","venue":"Pacific Affairs","topic":"Fisheries and Aquaculture Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":[],"consensus_categories":[],"category_scores_codex":[0.0003557427,0.0003050205,0.0001296072,0.0008883448,0.0005123731,0.0008280685,0.0002534488,0.0002458936,0.04060937],"category_scores_gemma":[0.001060213,0.00008412325,0.00009849731,0.003934301,0.0001759132,0.000808285,0.0008870076,0.0007871538,0.006636123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007420244,"about_ca_system_score_gemma":0.003037438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07981175,"about_ca_topic_score_gemma":0.1081752,"domain_scores_codex":[0.9998708,0.00002201873,0.00001217027,0.00001481807,0.00004551422,0.00003467453],"domain_scores_gemma":[0.9993365,0.00007760115,0.0000955516,0.00002590899,0.0002735448,0.0001908787],"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":[0.0001658212,0.00008087778,0.0590606,0.000573741,0.00003356153,0.0002979213,0.001248055,0.0001130041,0.0002989054,0.01301785,0.5899724,0.3351373],"study_design_scores_gemma":[0.000009720968,0.00003678605,0.159913,0.000352319,0.0000195515,0.0002509451,0.002178791,0.0001434323,0.0002081021,0.0007056922,0.836174,0.000007716424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04220616,0.02691981,0.0004543813,0.017827,0.003224608,0.00009739748,0.06944627,0.0001573812,0.839667],"genre_scores_gemma":[0.3085966,0.0657538,0.003479324,0.003411713,0.0008761066,0.0005886109,0.04908689,0.0001735104,0.5680334],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07981175,"threshold_uncertainty_score":0.1586944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01799836386624176,"score_gpt":0.2072412667202459,"score_spread":0.1892429028540041,"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."}}