{"id":"W2766245567","doi":"10.1093/icvts/ivx280.103","title":"P-103MOVING TOWARDS AN ULTRA-FAST TRACK MINIMALLY INVASIVE LOBECTOMY PATHWAY: A FEASIBILITY ANALYSIS","year":2017,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Fast track; Surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001946995,0.0003528056,0.00147474,0.0003763571,0.0004396245,0.0003117142,0.0001538269,0.0001766349,0.000240232],"category_scores_gemma":[0.002732337,0.0003054365,0.002583059,0.0003243532,0.0002532166,0.0007812434,0.00005728897,0.0004042401,0.0000175661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001208266,"about_ca_system_score_gemma":0.0002297118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003650812,"about_ca_topic_score_gemma":0.00008501243,"domain_scores_codex":[0.9971387,0.0004556751,0.0004948674,0.000886526,0.0006128986,0.0004112778],"domain_scores_gemma":[0.9965185,0.0009435844,0.0002620876,0.001342518,0.0004734462,0.0004599012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001455346,0.0002983148,0.3914308,0.0001412259,0.01571587,0.001436718,0.001051975,0.0001142235,0.0007823016,0.00001582929,0.000006846519,0.5875506],"study_design_scores_gemma":[0.001259,0.0001005093,0.9739187,0.0002627817,0.004359241,0.0002039807,0.0009754856,0.0006637917,0.01485882,0.00007537624,0.002803932,0.0005184149],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822342,0.0009847988,0.0008342217,0.0001011128,0.0002848082,0.0003493949,0.00003538406,0.0001037451,0.01507229],"genre_scores_gemma":[0.999051,0.0001183927,0.0001499206,0.0001849971,0.0002778371,0.00002896782,0.00007946792,0.00003666595,0.00007274445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5870321,"threshold_uncertainty_score":0.9999398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06357560238775178,"score_gpt":0.3480329511874036,"score_spread":0.2844573487996518,"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."}}