{"id":"W2997912361","doi":"10.1097/01.cot.0000652292.45481.bd","title":"‘It's a Big Deal’","year":2019,"lang":"en","type":"article","venue":"Oncology Times","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung cancer; Medicine; Cardiothoracic surgery; Clinical trial; Surgical oncology; General surgery; Cancer; Clinical Oncology; Surgery; Oncology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001587851,0.0001036301,0.0003513575,0.00006932513,0.00004706818,0.000002147178,0.00008457388,0.0002628407,0.004049582],"category_scores_gemma":[0.00003226552,0.00007927946,0.00007198077,0.00009855657,0.0001725473,0.00003633041,0.00002261675,0.0002381833,0.002665207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000162924,"about_ca_system_score_gemma":0.0003060372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000280144,"about_ca_topic_score_gemma":0.000007966903,"domain_scores_codex":[0.9992666,0.00005416321,0.0001558808,0.0002138007,0.00007905174,0.0002304827],"domain_scores_gemma":[0.9993172,0.0002678632,0.00006291711,0.0002349344,0.0000370926,0.00007994911],"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":[0.001758803,0.0009308513,0.1611489,0.00007797355,0.0004403731,0.0005294909,0.001160185,0.00002881349,0.008411279,0.004824644,0.4035269,0.4171618],"study_design_scores_gemma":[0.002413233,0.001723073,0.005819321,0.00001837279,0.00003846257,0.0004237604,0.0001015002,0.00008407969,0.0004267851,0.0005843902,0.9882772,0.00008979504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09657091,0.00130553,0.0004531253,0.01951653,0.00185783,0.0004103003,0.000001839151,0.0001182137,0.8797657],"genre_scores_gemma":[0.3929701,0.001241315,0.0362286,0.05399244,0.002080069,0.00006473723,0.00002487415,0.0000604987,0.5133373],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5847504,"threshold_uncertainty_score":0.9981113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01531264580347477,"score_gpt":0.3742464863777431,"score_spread":0.3589338405742684,"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."}}