{"id":"W4406431856","doi":"10.1016/j.ysur.2016.04.023","title":"10.1016/j.ysur.2016.04.023","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Sternum; Resection; Surgery; Radiology","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":[0.00005167687,0.0001204669,0.0002098687,0.00004791203,0.00003915743,0.00001507255,0.0000523763,0.00004201472,0.99813],"category_scores_gemma":[0.00001213457,0.00009824281,0.00008292135,0.0001252146,0.00001888272,0.00002938136,0.0000152449,0.00005850628,0.9949172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009629274,"about_ca_system_score_gemma":0.00005001905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000112091,"about_ca_topic_score_gemma":7.98589e-7,"domain_scores_codex":[0.9992728,0.00001130412,0.0001337737,0.0002071827,0.0001630295,0.0002119593],"domain_scores_gemma":[0.999431,0.00003542454,0.00001648003,0.0002865534,0.00003160903,0.00019897],"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":[0.0001101789,0.000167324,0.00000289508,0.000005842929,0.00005890868,0.00002672995,0.00001127455,0.000006265582,0.00001104453,3.603917e-7,0.4458689,0.5537302],"study_design_scores_gemma":[0.000939227,0.0005000216,0.0008209018,0.00007273546,0.00009975553,0.00001937871,6.643738e-7,0.00002099764,0.0002700244,0.00000283902,0.99715,0.0001034228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002356769,0.0004132482,1.242487e-7,0.00191928,0.000001894407,0.0002955006,0.00001761142,0.00009338497,0.9949022],"genre_scores_gemma":[0.001154029,0.000004601327,0.00005664063,0.0001947901,0.000215064,0.0000670304,0.00002712712,0.00002467162,0.998256],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5536268,"threshold_uncertainty_score":0.4006225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007876936436388125,"score_gpt":0.2058366986679594,"score_spread":0.1979597622315713,"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."}}