{"id":"W4406565121","doi":"10.1016/j.ypdi.2014.03.002","title":"10.1016/j.ypdi.2014.03.002","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Lung cancer; Clinical Practice; Family medicine; Intensive care medicine; Executive summary; Cancer; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005317852,0.0001313142,0.0002157415,0.00004700947,0.00004332715,0.00001650407,0.00006444297,0.00004832176,0.9983298],"category_scores_gemma":[0.00001014474,0.0001044958,0.00008023306,0.000105671,0.00001976502,0.00003623551,0.00001636387,0.0000661195,0.9972578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001386411,"about_ca_system_score_gemma":0.00004238831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006870621,"about_ca_topic_score_gemma":4.345014e-7,"domain_scores_codex":[0.9992128,0.00001388704,0.000136154,0.0002336217,0.0001769701,0.000226563],"domain_scores_gemma":[0.9993775,0.00002953296,0.00001770967,0.0003288925,0.00003414327,0.0002122085],"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":[0.0001064614,0.0001833559,0.00000707778,0.00001108437,0.00005919304,0.00002577803,0.00001343426,0.000005161493,0.000007697556,6.276421e-7,0.611873,0.3877072],"study_design_scores_gemma":[0.001047465,0.0005663385,0.0007597774,0.00007201624,0.0001256373,0.00002096896,6.789705e-7,0.00002349778,0.0002826844,0.000003320864,0.9969863,0.0001113595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001808109,0.0004466219,1.041989e-7,0.002241479,0.000002167194,0.0003232538,0.00001356944,0.0001052615,0.9950594],"genre_scores_gemma":[0.001375793,0.000005271032,0.0001059096,0.0002293473,0.0002256389,0.0000730012,0.00002760613,0.00002645101,0.997931],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3875958,"threshold_uncertainty_score":0.4261213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006345414137680823,"score_gpt":0.2114945625616551,"score_spread":0.2051491484239743,"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."}}