{"id":"W7151632338","doi":"10.70675/8997898bzc830z459dza85bzcc24e4e21b65","title":"Occupational exposures and cancers in women","year":2023,"lang":"","type":"dissertation","venue":"","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Occupational exposure; Cancer; Occupational medicine; Medical screening; Breast cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004829593,0.0001290438,0.000156124,0.0007984883,0.0006051856,0.0005796778,0.0001955009,0.0003331473,0.003628173],"category_scores_gemma":[0.001881579,0.0001472406,0.0002998761,0.00163269,0.0003342321,0.0002659436,0.0004818428,0.0002550604,0.0003011551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007634494,"about_ca_system_score_gemma":0.001282931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08504651,"about_ca_topic_score_gemma":0.1112028,"domain_scores_codex":[0.9996268,0.00009967441,0.00002423118,0.00006467358,0.00009184355,0.00009283697],"domain_scores_gemma":[0.9995328,0.0001294587,0.0001596431,0.00002547079,0.00009132382,0.00006132718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004923435,0.00001307926,0.9943394,0.00007094534,0.0000280447,0.00005626746,0.0007210168,0.0000190902,0.0001329189,0.00004778423,0.0002061066,0.004316071],"study_design_scores_gemma":[0.000001890765,0.00004124606,0.9969919,0.00007048846,0.00002304755,0.0001200984,0.001005567,0.00001842771,0.00005601344,0.0000414112,0.001627498,0.00000235499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879892,0.005828824,0.0001311429,0.0004410214,0.00003169521,0.00002339159,0.001192572,0.000004648679,0.004357506],"genre_scores_gemma":[0.9957767,0.002197988,0.00008827065,0.0001329677,0.00002074089,0.00002355008,0.000229037,0.000001695743,0.001529044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08504651,"threshold_uncertainty_score":0.169103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01365586585459461,"score_gpt":0.2942202014735313,"score_spread":0.2805643356189367,"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."}}