{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009024629,0.0004704242,0.0002720654,0.000757899,0.001436834,0.003393379,0.0009096746,0.001058882,0.02281864],"category_scores_gemma":[0.001963912,0.0002312534,0.0006339629,0.0004970374,0.004983922,0.004058923,0.004438506,0.0009603561,0.001017187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003901636,"about_ca_system_score_gemma":0.002719159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009123636,"about_ca_topic_score_gemma":0.01434374,"domain_scores_codex":[0.9991154,0.0001494421,0.00004467143,0.0002612802,0.0001953084,0.0002339221],"domain_scores_gemma":[0.9990885,0.00012564,0.0001735308,0.000336153,0.0001488616,0.0001272755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005155644,0.00007202611,0.005657088,0.0001344637,0.00003147095,0.0002794666,0.002959487,0.0009462359,0.004696562,0.9349949,0.002556197,0.04762054],"study_design_scores_gemma":[0.00006555083,0.0004169699,0.03904562,0.0006084584,0.0001731969,0.001820808,0.006071301,0.006551261,0.01108418,0.432214,0.5018629,0.00008576117],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2015083,0.0006720382,0.02119721,0.005308934,0.0001062987,0.0002311054,0.000189767,0.0001326205,0.7706538],"genre_scores_gemma":[0.9133475,0.0007984676,0.006863163,0.001221585,0.00006033933,0.0001795815,0.0001030386,0.00005406988,0.07737228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02281864,"threshold_uncertainty_score":0.07633603,"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."}}