{"id":"W3099939759","doi":"10.1016/j.jtemb.2020.126682","title":"Blood cadmium levels as a marker for early lung cancer detection","year":2020,"lang":"en","type":"article","venue":"Journal of Trace Elements in Medicine and Biology","topic":"Heavy Metal Exposure and Toxicity","field":"Environmental Science","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"Narodowe Centrum Badań i Rozwoju","keywords":"Lung cancer; Medicine; Quartile; Odds ratio; Internal medicine; Cancer; Context (archaeology); Cadmium; Stage (stratigraphy); Lung; Case-control study; Gastroenterology; Confidence interval; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0006309572,0.00007722754,0.0002225868,0.00003557824,0.00003447146,0.000003244689,0.00008432236,0.0000642567,0.0006930996],"category_scores_gemma":[0.0002155671,0.00005093777,0.00003267379,0.0001056004,0.0000776884,0.00008627908,0.00002629961,0.0001651912,0.000001644434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002821508,"about_ca_system_score_gemma":0.00001423467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002141278,"about_ca_topic_score_gemma":0.0001644801,"domain_scores_codex":[0.9991648,0.00006717471,0.0003887851,0.0001211189,0.00009854001,0.0001596054],"domain_scores_gemma":[0.9995884,0.00006551626,0.0001852011,0.00003416843,0.00001322382,0.0001134717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003220315,0.00007432302,0.6727323,0.00003160242,0.0000987055,0.00002182284,0.001048465,0.000008729978,0.2640187,0.00001445368,0.0009323514,0.06069655],"study_design_scores_gemma":[0.008095046,0.008572176,0.8651383,0.0001273207,0.0003499874,0.0001231185,0.0004840178,0.0006546738,0.03044153,0.001113774,0.08461308,0.0002869694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928394,0.0006620745,0.0008441643,0.005068159,0.0002028742,0.0001453631,0.000004011496,0.000002238181,0.0002317345],"genre_scores_gemma":[0.9973231,0.0002283401,0.0004785492,0.001604121,0.0002933601,0.000005677609,3.275442e-7,0.000004264365,0.00006228775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2335771,"threshold_uncertainty_score":0.7588955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04885348120490612,"score_gpt":0.3514266944153482,"score_spread":0.3025732132104421,"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."}}