{"id":"W572862824","doi":"","title":"Ganging up on pollution","year":2007,"lang":"en","type":"article","venue":"MARINE DIGEST AND CARGO BUSINESS NEWS","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pollution; Environmental science; Business; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000294175,0.0001626268,0.0002772299,0.0002719756,0.0001319219,0.00008689894,0.00009356259,0.00009200982,0.0002222783],"category_scores_gemma":[0.00005693522,0.0001874307,0.00005319745,0.0002469291,0.00003933251,0.0001692574,0.0001012292,0.00009311161,0.000293486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008134725,"about_ca_system_score_gemma":0.000006378745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001648825,"about_ca_topic_score_gemma":0.0007958136,"domain_scores_codex":[0.9989315,0.000002780853,0.000365235,0.0003108545,0.00001955235,0.0003701078],"domain_scores_gemma":[0.999496,0.00002738337,0.000151568,0.0002157327,0.00002172628,0.00008753259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001581567,0.0001229269,0.5103006,0.000103149,0.00004016231,0.00001773818,0.0007368442,0.00005780655,0.00007056163,0.4537561,0.001498231,0.03313776],"study_design_scores_gemma":[0.0008226231,0.00003774944,0.7951887,0.00001843354,0.000006478574,0.00001570639,0.0002038433,0.0001569322,0.0001431659,0.01028276,0.1927134,0.0004102935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8678366,0.0002705169,0.0003236717,0.002247387,0.0009213385,0.0001128331,0.00005296846,0.00005128809,0.1281834],"genre_scores_gemma":[0.9952924,0.000630657,0.00004700465,0.00133753,0.0004761886,0.000006361729,0.00006237625,0.00002691244,0.002120546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4434733,"threshold_uncertainty_score":0.7643201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04815860276806306,"score_gpt":0.2337019371836739,"score_spread":0.1855433344156109,"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."}}