{"id":"W4406468812","doi":"10.1016/j.ysur.2015.03.036","title":"10.1016/j.ysur.2015.03.036","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Urokinase; Empyema; Randomized controlled trial; Multicenter trial; Surgery; Intensive care medicine; Multicenter study","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":[0.0000486508,0.0001234006,0.0001880538,0.0000471757,0.00004848934,0.00001204002,0.00008962362,0.0000433585,0.9983023],"category_scores_gemma":[0.00003041694,0.0000989436,0.00008121796,0.000151708,0.00002700554,0.00006131847,0.00002053773,0.00007683157,0.996884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002056727,"about_ca_system_score_gemma":0.00003573352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002293852,"about_ca_topic_score_gemma":9.102288e-8,"domain_scores_codex":[0.9992425,0.00002109127,0.0001351695,0.0001895523,0.0001802074,0.0002314363],"domain_scores_gemma":[0.9993483,0.00003094897,0.00001452477,0.0002388165,0.0000345589,0.0003328839],"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":[0.0003924894,0.000118693,0.000003080989,0.00001389732,0.00001828385,0.00007519297,0.000005228123,0.000005866364,0.0001260864,2.39243e-7,0.5760522,0.4231887],"study_design_scores_gemma":[0.000349437,0.0002804726,0.001600515,0.00003870738,0.000060454,0.00005493312,7.656063e-7,0.0000803033,0.00006246263,0.000007872759,0.9973337,0.0001303677],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008791811,0.0003090603,3.421297e-8,0.001789629,0.000001299831,0.0001872372,0.00004030941,0.0001407358,0.9887399],"genre_scores_gemma":[0.001515439,8.645464e-7,0.00003640478,0.0002928317,0.0002604059,0.00001243326,0.00009752767,0.00001867515,0.9977654],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4230583,"threshold_uncertainty_score":0.4034803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008970498647508726,"score_gpt":0.2060433363773813,"score_spread":0.1970728377298726,"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."}}