{"id":"W2121270713","doi":"10.1373/clinchem.2012.184903","title":"Is Early Detection of Cancer with Circulating Biomarkers Feasible?","year":2012,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Asymptomatic; Breast cancer; Biomarker; Cancer; Stage (stratigraphy); Internal medicine; Population; Oncology; Ovarian cancer; Cancer screening; Disease; Cancer staging; Intensive care medicine","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":[0.0002847026,0.00008844445,0.0002312978,0.00000949061,0.00003069786,0.000004846261,0.00005401235,0.0001398286,0.0001940812],"category_scores_gemma":[0.000182822,0.00007090548,0.0001119824,0.0001594314,0.0001159816,0.00007281403,0.00002091365,0.0002066799,0.000005963013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005228774,"about_ca_system_score_gemma":0.00008181314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001743032,"about_ca_topic_score_gemma":0.000004416625,"domain_scores_codex":[0.999056,0.00001100053,0.0003296857,0.0001663894,0.0002249836,0.0002118796],"domain_scores_gemma":[0.9992554,0.00007191179,0.0001589243,0.0002038759,0.0001064619,0.0002034558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002619317,0.00004322598,0.9475626,0.0001138014,0.0001012026,0.000003869425,0.00003731402,5.361317e-7,0.04289065,4.967261e-7,0.000110565,0.008873794],"study_design_scores_gemma":[0.0009442046,0.0001051606,0.715473,0.0003488017,0.000173354,0.00003323844,0.0001403596,0.00004834102,0.2819963,0.000006094761,0.0006251064,0.0001061281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947355,0.0008698868,0.00007604837,0.0001666414,0.00008401434,0.00007083769,0.000003972304,0.00002589476,0.003967166],"genre_scores_gemma":[0.9987181,0.00003227521,0.0003171534,0.0002628111,0.0004579815,0.00000829382,0.000002235615,0.00001113714,0.0001899927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2391056,"threshold_uncertainty_score":0.2891442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1562489916514909,"score_gpt":0.436991011890282,"score_spread":0.2807420202387911,"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."}}