{"id":"W2021359528","doi":"10.1016/s0140-6736(07)61136-2","title":"Minimal access surgery for pneumothorax","year":2007,"lang":"en","type":"letter","venue":"The Lancet","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Randomized controlled trial; Surgery; Pneumothorax; Observational study; Video-assisted thoracoscopic surgery; General surgery; Clinical trial; MEDLINE; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001625146,0.0006598658,0.001184161,0.0005900509,0.002709961,0.002834292,0.001494028,0.06223412,0.007280733],"category_scores_gemma":[0.01211891,0.0006570785,0.001277224,0.0005673427,0.002424165,0.002023431,0.001605821,0.03853347,0.004153009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002899293,"about_ca_system_score_gemma":0.003239461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003130082,"about_ca_topic_score_gemma":0.01051758,"domain_scores_codex":[0.9982837,0.0004316776,0.000179561,0.0001928055,0.0005127652,0.0003994734],"domain_scores_gemma":[0.9959474,0.002407388,0.0002824671,0.0001406596,0.000323919,0.0008981803],"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":[0.000136408,0.00003681662,0.001062968,0.0001073204,0.00003262699,0.00759458,0.0001234935,0.0001041048,0.0004084393,0.005240732,0.9721004,0.01305203],"study_design_scores_gemma":[0.0004585967,0.0002535199,0.005005131,0.000829413,0.0001129693,0.01329476,0.0004828778,0.0009908425,0.0007791272,0.02168053,0.9560121,0.0001001349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001192161,0.004877423,0.0001772077,0.957325,0.02557537,0.00002033591,0.00006603327,0.00003734931,0.01072914],"genre_scores_gemma":[0.01474798,0.002831186,0.0002509894,0.9070933,0.06106212,0.00004271736,0.00006565946,0.00002521096,0.01388087],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06223412,"threshold_uncertainty_score":0.02435648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1234021946021675,"score_gpt":0.3533161464224492,"score_spread":0.2299139518202817,"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."}}