{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007085884,0.0009761284,0.000513941,0.001583267,0.0009076003,0.002448134,0.0008141373,0.002905492,0.8616781],"category_scores_gemma":[0.001641976,0.0003675485,0.000556402,0.0006717818,0.000766199,0.00214205,0.001177279,0.001372117,0.7907026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006853738,"about_ca_system_score_gemma":0.001140447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001980362,"about_ca_topic_score_gemma":0.001764664,"domain_scores_codex":[0.9997316,0.00002270053,0.0000265388,0.0000721047,0.0000757087,0.00007131246],"domain_scores_gemma":[0.9990649,0.0001418693,0.0001501617,0.0000518937,0.0001966319,0.0003945996],"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":[0.0003896685,0.0003700569,0.01169793,0.0007059687,0.00005036301,0.0008255205,0.000194638,0.0002924386,0.00117771,0.005844164,0.268635,0.7098166],"study_design_scores_gemma":[0.00007978435,0.0002037953,0.01288347,0.00139682,0.00006493743,0.007078647,0.0005961532,0.0004282631,0.0007595595,0.007062811,0.9693995,0.00004624284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01433714,0.02425241,0.004199226,0.01487351,0.004971884,0.0001737168,0.005282952,0.002524836,0.9293843],"genre_scores_gemma":[0.04168044,0.009350478,0.003169026,0.003554372,0.00164613,0.0001284213,0.003274305,0.0004249351,0.9367718],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1383219,"threshold_uncertainty_score":0.1972993,"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."}}