{"id":"W4406501343","doi":"10.1016/j.ysur.2014.02.065","title":"10.1016/j.ysur.2014.02.065","year":2000,"lang":"en","type":"review","venue":"Time to knit","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Pneumothorax; Air travel; Surgery; Aviation; Aerospace engineering; Engineering","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":[0.0002916121,0.001027455,0.0008183814,0.001329038,0.000325474,0.001452493,0.0007269069,0.001719509,0.412821],"category_scores_gemma":[0.0007698382,0.0002372215,0.0004672815,0.001484528,0.0004444986,0.001403796,0.0007037055,0.001278325,0.37782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003803362,"about_ca_system_score_gemma":0.0006759227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124237,"about_ca_topic_score_gemma":0.001130226,"domain_scores_codex":[0.9998949,0.00001132413,0.00001436734,0.00002574744,0.00003532338,0.00001833813],"domain_scores_gemma":[0.9997124,0.00008671571,0.00007030339,0.00001285783,0.00006999232,0.00004766907],"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":[0.000137087,0.00008173374,0.0004748647,0.004583704,0.00005452778,0.0001926914,0.0000521311,0.0001429898,0.0007684629,0.002423798,0.09737319,0.8937148],"study_design_scores_gemma":[0.00003492247,0.00006799241,0.0009928583,0.002616733,0.00006095387,0.001688235,0.00004688017,0.00004867491,0.0002164874,0.001235564,0.9929778,0.00001277957],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001524838,0.8397617,0.001090621,0.003875567,0.002680797,0.00005019703,0.001965491,0.0005242794,0.1485265],"genre_scores_gemma":[0.01359979,0.6537257,0.002657236,0.004771644,0.00292484,0.0001194115,0.003122205,0.0001618472,0.3189173],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5871789,"threshold_uncertainty_score":0.8375396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02521502935733908,"score_gpt":0.2564516747261458,"score_spread":0.2312366453688068,"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."}}