{"id":"W4406564788","doi":"10.1016/j.ypdi.2016.01.030","title":"10.1016/j.ypdi.2016.01.030","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Overdiagnosis; Medicine; Computed tomography; Lung cancer; Lung cancer screening; Radiology; Nuclear medicine; Oncology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005992622,0.000831045,0.0004476823,0.001586923,0.0007884856,0.002723319,0.0009631022,0.002812759,0.8650718],"category_scores_gemma":[0.001711008,0.0003442019,0.0005146838,0.0008437242,0.0006413058,0.001911141,0.00110846,0.001480797,0.8154364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009388913,"about_ca_system_score_gemma":0.001249291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002625986,"about_ca_topic_score_gemma":0.002491694,"domain_scores_codex":[0.9997392,0.00002261711,0.00002406645,0.00006826659,0.00007255001,0.00007326276],"domain_scores_gemma":[0.9991156,0.0001525039,0.000121447,0.00004980633,0.0001622147,0.0003983651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003103908,0.000255641,0.00990474,0.0004909336,0.0000400653,0.0005109046,0.0001263827,0.0002215402,0.0006254973,0.004541041,0.355403,0.6275699],"study_design_scores_gemma":[0.00006684957,0.0001113466,0.008477992,0.0009391417,0.00005101615,0.003611783,0.0003344555,0.0002415054,0.0004394157,0.004647858,0.9810523,0.00002635399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007871317,0.01995072,0.002889903,0.01355987,0.003563763,0.0001397375,0.006886202,0.001835684,0.9433028],"genre_scores_gemma":[0.02792668,0.008525788,0.002423823,0.003255859,0.00131219,0.0001197316,0.004402636,0.0003920612,0.9516413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1349282,"threshold_uncertainty_score":0.1924587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006974621004159303,"score_gpt":0.2145556096061912,"score_spread":0.2075809886020319,"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."}}