{"id":"W39200624","doi":"10.3390/ijerph21081013","title":"Overrepresentation of New Workers in Jobs with Multiple Carcinogen Exposures in Canada.","year":2024,"lang":"en","type":"article","venue":"PubMed","topic":"Medical Imaging and Pathology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of Calgary; World Wildlife Fund Canada; University of British Columbia","funders":"Partenariat Canadien Contre Le Cancer","keywords":"Medicine; Vitamin A deficiency; vitamin D deficiency; Vitamin; Vitamin D and neurology; Internal medicine; Retinol","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001410157,0.00005793355,0.0001658747,0.00009409747,0.000005929293,0.000002739469,0.00002844725,0.00002155814,0.000006004124],"category_scores_gemma":[0.0001984316,0.00004223268,0.00001312137,0.0002368643,0.00004239963,0.00002431076,0.00001251562,0.0001269684,5.406278e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001175588,"about_ca_system_score_gemma":0.00046435,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8408621,"about_ca_topic_score_gemma":0.9037862,"domain_scores_codex":[0.9993389,0.00002588087,0.0001527294,0.0001403865,0.0001637276,0.0001784283],"domain_scores_gemma":[0.9996808,0.0001236701,0.00001700322,0.00008671481,0.00001203273,0.0000797555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007687535,0.00001095227,0.9590484,0.00007687623,0.00002512231,0.0003193253,0.0006073983,0.00002595746,0.00001486807,0.000001850102,0.005152488,0.03463984],"study_design_scores_gemma":[0.0007921056,0.00000916379,0.9968992,0.0001226986,0.00002061833,0.00001371401,0.0009708859,0.0001774451,0.0003269418,0.00001204433,0.0006159458,0.00003925478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937564,0.002288179,0.00001695231,0.002495162,0.0001561821,0.0002992791,0.000002703657,0.00001226793,0.0009729069],"genre_scores_gemma":[0.9986358,0.00002752038,0.0001049596,0.0001588805,0.00004511646,0.0001322333,0.000006492906,0.00000647614,0.0008825563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06292416,"threshold_uncertainty_score":0.1722199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03494594835470848,"score_gpt":0.2539885095550138,"score_spread":0.2190425612003053,"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."}}