{"id":"W2110164439","doi":"10.1093/jnci/djv014","title":"Conceptualizing Overdiagnosis in Cancer Screening","year":2015,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Ontario Institute for Cancer Research","funders":"","keywords":"Overdiagnosis; Asymptomatic; Medicine; Disease; Cancer; Intensive care medicine; Cancer screening; Internal 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":[0.0007732563,0.0001269942,0.00030458,0.0001641625,0.00007544512,0.00002908208,0.000269232,0.00007459283,0.00007644694],"category_scores_gemma":[0.0008120095,0.00008786505,0.0001730611,0.0005507519,0.0001244528,0.0005816102,0.00006787727,0.000440474,0.000003009127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001344488,"about_ca_system_score_gemma":0.002078211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00151162,"about_ca_topic_score_gemma":0.0009551837,"domain_scores_codex":[0.9977003,0.00004901617,0.0005156641,0.000132102,0.001392388,0.0002105484],"domain_scores_gemma":[0.9980887,0.00005400796,0.0004112919,0.00008627467,0.001179725,0.0001799673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001129693,0.000124863,0.7435144,0.00004794517,0.0003104794,0.0001323985,0.001605005,0.1242848,0.001184738,0.002151183,0.1108342,0.01468035],"study_design_scores_gemma":[0.01250734,0.000435938,0.495933,0.005728323,0.0004084395,0.001051907,0.001360167,0.002586557,0.007006531,0.0029165,0.469496,0.0005693383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655724,0.009140241,0.0003828889,0.01501585,0.0042658,0.0002746325,0.00004352374,0.00001458909,0.005290132],"genre_scores_gemma":[0.9904439,0.0003429266,0.001045464,0.006016884,0.001908903,0.00001930641,0.000001357025,0.00001098106,0.0002102261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3586618,"threshold_uncertainty_score":0.3686658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3829560178032723,"score_gpt":0.4627552862603779,"score_spread":0.07979926845710567,"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."}}