{"id":"W4406433085","doi":"10.1016/j.ysur.2014.03.008","title":"10.1016/j.ysur.2014.03.008","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":"Decortication; Medicine; Empyema; Surgery; Video-assisted thoracoscopic surgery; Drainage","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":[0.0006641886,0.001032802,0.0004947395,0.001621155,0.0008533814,0.002266638,0.0008491894,0.002912307,0.8869699],"category_scores_gemma":[0.001510962,0.0003652009,0.0005476954,0.000680542,0.0007400827,0.002084407,0.00114954,0.001372941,0.8336202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007031967,"about_ca_system_score_gemma":0.001045517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002010786,"about_ca_topic_score_gemma":0.001962035,"domain_scores_codex":[0.9997243,0.00002238951,0.00002418507,0.00007412015,0.00007890652,0.00007609403],"domain_scores_gemma":[0.9990477,0.0001543336,0.0001453802,0.00005360981,0.0001892398,0.0004096606],"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":[0.000307258,0.0003190447,0.007824391,0.0005566803,0.00003961534,0.0005745215,0.0001586224,0.0002882968,0.001064341,0.005438335,0.2633665,0.7200624],"study_design_scores_gemma":[0.00006402247,0.0001585596,0.008708286,0.001080218,0.00004477676,0.004840652,0.0004247855,0.0003831949,0.0006616634,0.00499859,0.9786015,0.00003382288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01024602,0.01671568,0.004024617,0.01033127,0.003478145,0.0001391037,0.004189816,0.002478334,0.948397],"genre_scores_gemma":[0.02522938,0.006053343,0.00304461,0.002565824,0.001078767,0.00009705273,0.00246236,0.0003743818,0.9590943],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1130301,"threshold_uncertainty_score":0.1612238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008315553826603218,"score_gpt":0.1954089751077898,"score_spread":0.1870934212811866,"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."}}