{"id":"W4406395832","doi":"10.1016/j.ysur.2016.04.033","title":"10.1016/j.ysur.2016.04.033","year":2000,"lang":"en","type":"article","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; Chest tube; Tube (container); Resection; General surgery; Surgery; Waste management; Pneumothorax","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":[0.0006672086,0.001034067,0.000513174,0.001555348,0.0008992596,0.00250299,0.0008288331,0.00290745,0.8733639],"category_scores_gemma":[0.001539129,0.0003858726,0.0005577371,0.0006934177,0.0007184371,0.002196289,0.001122719,0.001424821,0.8257009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006778584,"about_ca_system_score_gemma":0.001146181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002151789,"about_ca_topic_score_gemma":0.002141391,"domain_scores_codex":[0.9997428,0.00001961827,0.00002546652,0.00007038201,0.00007185975,0.00006987499],"domain_scores_gemma":[0.9991098,0.0001421224,0.0001395934,0.00005140073,0.0001909062,0.0003661956],"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":[0.000372421,0.000322395,0.009607086,0.000643945,0.00004847907,0.0007234116,0.0001744311,0.0003036419,0.001068073,0.005190734,0.289707,0.6918383],"study_design_scores_gemma":[0.00007364298,0.0001800854,0.01076737,0.001368833,0.00005981807,0.005912605,0.0005008664,0.0004289394,0.0006952193,0.006127365,0.9738432,0.00004223358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01124498,0.02219274,0.004116823,0.01210825,0.004445773,0.0001529365,0.005374168,0.002572601,0.9377916],"genre_scores_gemma":[0.03075632,0.008068843,0.002968703,0.002965662,0.001390578,0.0001129596,0.003244867,0.0004242714,0.9500679],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1266361,"threshold_uncertainty_score":0.180631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00872615192323407,"score_gpt":0.1963982033354945,"score_spread":0.1876720514122605,"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."}}