{"id":"W2032709153","doi":"10.1383/surg.20.4.86.14391","title":"Perioperative Management of the Adult Patient with Respiratory Disease","year":2002,"lang":"en","type":"article","venue":"Surgery (Oxford)","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Hospital","funders":"","keywords":"Medicine; Perioperative; Thoracotomy; Incidence (geometry); Surgery; Disease; Respiratory disease; Respiratory system; Lung; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001370597,0.0001434094,0.0002210001,0.00006166969,0.0000933491,0.000009667091,0.00007509138,0.00002299542,0.0003870938],"category_scores_gemma":[0.00001816344,0.00008179983,0.0001415553,0.000234493,0.000111513,0.00004675586,0.00003621075,0.00007966346,0.00001600194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003547896,"about_ca_system_score_gemma":0.00002548775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004245947,"about_ca_topic_score_gemma":0.000002201134,"domain_scores_codex":[0.9988812,0.0000847265,0.0002420668,0.0002048546,0.0003860858,0.0002010735],"domain_scores_gemma":[0.9991667,0.00005288889,0.0001000361,0.0004773609,0.00008645464,0.0001165921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004267672,0.0004781682,0.9475196,0.0006056594,0.0002733934,0.0007886853,0.000826308,0.00005501345,0.000011522,0.004434726,0.0171513,0.02742887],"study_design_scores_gemma":[0.0006347233,0.0001996735,0.5450218,0.0007686128,0.0002570375,0.00001011467,0.00125542,0.0001589914,0.000213155,0.00002344544,0.4512428,0.0002141777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727927,0.0004557683,0.0000349778,0.002298684,0.00006590369,0.0007266477,0.000002270957,0.00003596659,0.02358701],"genre_scores_gemma":[0.9889034,0.0001544939,0.0000888271,0.005724145,0.00003242024,0.0000821463,0.000002905082,0.00002043231,0.004991255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4340915,"threshold_uncertainty_score":0.4238405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0185872849625035,"score_gpt":0.2141479862790432,"score_spread":0.1955607013165397,"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."}}