{"id":"W3157539934","doi":"10.1158/1940-6215.envcaprev19-ia22","title":"Abstract IA22: Impact of workplace exposures on cancer disparities","year":2020,"lang":"en","type":"article","venue":"Cancer Prevention Research","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre","funders":"","keywords":"Environmental health; Occupational cancer; Lung cancer; Asbestos; Social class; Medicine; Gerontology; Psychology; Occupational exposure; Political science; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009257121,0.0001095952,0.0001838334,0.0000451373,0.0001761601,0.00003098279,0.0002667601,0.0000827571,0.0205286],"category_scores_gemma":[0.0001758796,0.000092097,0.0001099935,0.0004266838,0.0002641956,0.0002079502,0.0001234353,0.0004205324,0.0002400811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005110787,"about_ca_system_score_gemma":0.0002253361,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009655341,"about_ca_topic_score_gemma":0.0008666365,"domain_scores_codex":[0.99791,0.0002494321,0.0002768509,0.0002886316,0.0007942852,0.0004808167],"domain_scores_gemma":[0.9991517,0.0001660807,0.0000994603,0.0001937625,0.00003644517,0.0003525594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001156571,0.000340987,0.4635474,0.0005481472,0.00008704766,0.000006871585,0.00295048,0.01966353,0.004699124,0.0003913637,0.3824598,0.1241487],"study_design_scores_gemma":[0.0004545691,0.0006011928,0.986367,0.0002215324,0.000005434969,2.149785e-7,0.0001595073,0.0004116765,0.002449245,0.0009001535,0.008294171,0.0001353236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802482,0.0007591724,0.00008202866,0.01231747,0.00007774109,0.0004733288,0.00007075604,0.00002821838,0.00594314],"genre_scores_gemma":[0.9964653,0.0008872428,0.00005844784,0.0005976158,0.0001428574,0.0001127752,0.000005004139,0.00001422355,0.001716479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5228195,"threshold_uncertainty_score":0.9969394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2536828270231732,"score_gpt":0.508004207511887,"score_spread":0.2543213804887138,"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."}}