{"id":"W2051790021","doi":"10.1126/science.aaa4639","title":"Secure sustainable seafood from developing countries","year":2015,"lang":"en","type":"article","venue":"Science","topic":"Food Supply Chain Traceability","field":"Agricultural and Biological Sciences","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"David and Lucile Packard Foundation","keywords":"Business; Developing country; Natural resource economics; Commerce; Economic growth; Economics","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":[0.0009853417,0.00009440485,0.0001003034,0.00001109851,0.00037532,0.0002133811,0.0006013805,0.00004471169,0.0001201532],"category_scores_gemma":[0.0004118176,0.00003518731,0.00002242042,0.000882946,0.000498584,0.0005553314,0.0002152382,0.00007613413,0.00008633649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001748762,"about_ca_system_score_gemma":0.0002287808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007216617,"about_ca_topic_score_gemma":0.0005370397,"domain_scores_codex":[0.9984416,0.00003547643,0.00012179,0.0003972438,0.0005357059,0.0004682155],"domain_scores_gemma":[0.9991935,0.0001110604,0.00003894889,0.00008716877,0.0003725055,0.0001967568],"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":[0.0003085483,0.0004974622,0.6250704,0.00008753884,0.00004031503,0.0001900893,0.01912643,0.0001696742,0.1544684,0.1313565,0.01768402,0.05100071],"study_design_scores_gemma":[0.0002437977,0.0003628837,0.3520405,0.00001940048,0.000006055081,0.000007447331,0.01669608,0.0001939302,0.03224484,0.04839653,0.5492483,0.0005401985],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991012,0.0001701811,0.00001651268,0.006530382,0.0001686019,0.0001582091,0.0000196385,0.0000923886,0.001832135],"genre_scores_gemma":[0.9983945,0.000004380802,0.0007041181,0.0004626995,0.0001119438,0.000008632359,0.000008233314,3.844649e-7,0.0003050607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5315643,"threshold_uncertainty_score":0.2886696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02672778282747986,"score_gpt":0.2362339310912423,"score_spread":0.2095061482637625,"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."}}