{"id":"W2263317399","doi":"10.1016/j.ccell.2016.01.003","title":"A Word of Caution on New and Revolutionary Diagnostic Tests","year":2016,"lang":"en","type":"letter","venue":"Cancer Cell","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Canada Research Chairs; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Scopus; Cancer; Editorial board; Medicine; Test (biology); MEDLINE; Computer science; Internal medicine; Library science; Political science; Biology; Law","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":[0.00003600054,0.000213052,0.0002076863,0.00003235255,0.0000299605,0.000006435246,0.0001349918,0.0004510331,0.00008801965],"category_scores_gemma":[0.0001028931,0.000190919,0.00007933579,0.00003205984,0.0000810632,0.000001723668,0.00008872761,0.0001827803,0.000009880439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009012763,"about_ca_system_score_gemma":0.0003909469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003510699,"about_ca_topic_score_gemma":0.0001234605,"domain_scores_codex":[0.9990367,0.00002180416,0.0001913613,0.0004076728,0.0001131949,0.0002292752],"domain_scores_gemma":[0.9991939,0.0001490297,0.0001640415,0.0003609041,0.00006308906,0.00006901442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003049135,0.00001048964,0.0003102689,0.0001111322,0.00002674084,0.00001201251,0.000008955461,0.000009559864,0.01193789,0.000006646436,0.9793661,0.008169704],"study_design_scores_gemma":[0.000449523,0.0001852855,0.0009792045,0.0002187869,0.00005734085,0.000004032485,0.000001947674,0.000001152331,0.01286812,0.0001987515,0.9847872,0.0002486137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08093562,0.4058349,0.0007717975,0.4843479,0.005841179,0.002037491,0.004676801,0.00005296434,0.01550136],"genre_scores_gemma":[0.08430357,0.2554325,0.0005508905,0.5685384,0.04049507,0.0002889888,0.001990867,0.0002866913,0.04811306],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1504025,"threshold_uncertainty_score":0.7785451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009333269072345678,"score_gpt":0.2329232554608049,"score_spread":0.2235899863884592,"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."}}