{"id":"W4220875270","doi":"10.1016/j.jrurstud.2022.02.006","title":"Coastal transitions: Small-scale fisheries, livelihoods, and maritime zone developments in Southeast Asia","year":2022,"lang":"en","type":"article","venue":"Journal of Rural Studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Ottawa; Global Affairs Canada","funders":"","keywords":"Livelihood; Commodification; Fishing; Geography; Fishery; Tourism; Scale (ratio); Exclusive economic zone; Economy; Economics; Agriculture","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002731579,0.00009861857,0.0001929228,0.00004925361,0.0002155793,0.00001741571,0.0001091477,0.000009497504,0.0004289947],"category_scores_gemma":[0.00001041971,0.00008381709,0.00004132113,0.0001593705,0.0001024885,0.0001244733,0.001542971,0.0001560968,0.000005924456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001155388,"about_ca_system_score_gemma":0.000008689838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003240248,"about_ca_topic_score_gemma":0.003911275,"domain_scores_codex":[0.9991562,0.00005054799,0.0002823329,0.00008163656,0.0002650165,0.0001642344],"domain_scores_gemma":[0.9997768,0.00001905119,0.0001008632,0.00004189455,0.00001114159,0.00005021464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005089259,0.0007239939,0.3857379,0.00007926369,0.0003472547,0.0003677276,0.01449539,0.0006890666,0.0008234725,0.0002679096,0.01837677,0.5775824],"study_design_scores_gemma":[0.001586307,0.0006571349,0.8019402,0.00006159123,0.00005571495,0.0002269806,0.1376586,0.00003150979,0.00002254295,0.001710269,0.05577001,0.0002791295],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836184,0.0009541067,0.0001286098,0.004920389,0.0002214535,0.0001962563,0.00002861114,0.000009965181,0.009922241],"genre_scores_gemma":[0.9970194,0.0004391946,0.001005618,0.00008488153,0.00002208604,0.00001378094,0.000002708751,0.000005978231,0.001406406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5773032,"threshold_uncertainty_score":0.4697191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01354015338697269,"score_gpt":0.207888707535384,"score_spread":0.1943485541484113,"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."}}