{"id":"W7104270202","doi":"10.71781/1408","title":"Occupational exposures and cancers in women","year":2023,"lang":"en","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cancer; Occupational exposure; Population; Occupational medicine; Risk factors for 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":[0.000622436,0.000147518,0.0002330447,0.0008869848,0.0008623235,0.0008384531,0.0002859563,0.0003616126,0.003639905],"category_scores_gemma":[0.002414909,0.0001261791,0.0003031346,0.001960536,0.0005946904,0.0003000975,0.000683489,0.0002852723,0.0002717403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001626899,"about_ca_system_score_gemma":0.003301339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2118704,"about_ca_topic_score_gemma":0.2483891,"domain_scores_codex":[0.9994466,0.0001520535,0.00003392341,0.00009092741,0.0001446669,0.0001318419],"domain_scores_gemma":[0.9993374,0.0001935338,0.0002272381,0.00003150764,0.0001358987,0.0000744775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006917917,0.00002059423,0.9880811,0.0002892792,0.00005943926,0.0001492033,0.001686165,0.00004799246,0.0002506638,0.0001842128,0.0005186365,0.008643596],"study_design_scores_gemma":[0.000003455927,0.00004766549,0.9919481,0.0002928929,0.00004836997,0.00025001,0.002325378,0.00002678534,0.0001074216,0.0001415606,0.004803865,0.000004507022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714558,0.01693717,0.0003195016,0.001764237,0.00009942578,0.00003963504,0.001904544,0.000009244088,0.007470405],"genre_scores_gemma":[0.9903971,0.006971656,0.0001553814,0.0003597345,0.00005417506,0.00003429235,0.0003001383,0.000002715174,0.001724834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2118704,"threshold_uncertainty_score":0.4212744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005728755119806436,"score_gpt":0.1961754645522871,"score_spread":0.1904467094324806,"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."}}