{"id":"W2027896208","doi":"10.1177/0270467612444583","title":"Fish Commoditization","year":2012,"lang":"en","type":"article","venue":"Bulletin of Science Technology & Society","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Commoditization; Overfishing; Subsistence agriculture; Fishing; Business; Fishery; Sustainability; Subsidy; Natural resource economics; Fish <Actinopterygii>; Barter; Agriculture; Ecology; Economics; Biology","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008092945,0.00007166853,0.00009635299,0.00005156237,0.0003048566,0.00001160382,0.0006504919,0.0001075586,0.01075058],"category_scores_gemma":[0.0001350864,0.00006537096,0.00004754217,0.001346695,0.006858145,0.000116538,0.0007956359,0.0001734953,0.0002202333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001053146,"about_ca_system_score_gemma":0.00001443808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001105888,"about_ca_topic_score_gemma":0.000003139514,"domain_scores_codex":[0.9987711,0.00001044378,0.0001398294,0.0001976247,0.0004220271,0.0004589223],"domain_scores_gemma":[0.9995075,0.0000238649,0.0000631417,0.0002992431,0.0000262618,0.00008001192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003526842,0.0001974301,0.7494058,0.00000977683,0.000005911809,4.367883e-7,0.001237314,0.000008915645,0.0176804,0.003503491,0.1987825,0.02916454],"study_design_scores_gemma":[0.0001355421,0.00005140581,0.03651489,0.000002545713,0.000003421405,0.000007435275,0.001302399,0.0001006771,0.01250534,0.000399588,0.9488583,0.0001184905],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.667439,0.00001471543,0.0003952142,0.011276,0.0001091874,0.0001808262,0.000003535044,0.0001369664,0.3204446],"genre_scores_gemma":[0.9913738,0.00005433294,0.006591114,0.000556531,0.00001957346,0.00001506457,0.000001510846,0.000005580409,0.001382475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7500758,"threshold_uncertainty_score":0.9958446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0107520982364793,"score_gpt":0.2413932258323259,"score_spread":0.2306411275958466,"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."}}