{"id":"W2171481637","doi":"10.1016/s1701-2163(16)32057-6","title":"Factors That Influence Length of Stay for In-Patient Gynaecology Surgery: Is The Case Mix Group (CMG) or Type of Procedure More Important?","year":2006,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Health Canada","keywords":"Medicine; Malignancy; Surgery; Obstetrics and gynaecology; Gynecology; Internal medicine; Pregnancy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003931863,0.0001867612,0.000838333,0.0004037864,0.00005544844,0.000005779867,0.0001048125,0.0001836367,0.0001390221],"category_scores_gemma":[0.006838747,0.0001129387,0.0001304475,0.0006086553,0.0001366321,0.00009949785,0.00003539108,0.000307102,2.699826e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004806778,"about_ca_system_score_gemma":0.002873831,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01342722,"about_ca_topic_score_gemma":0.08585551,"domain_scores_codex":[0.9980893,0.00006275462,0.001083694,0.0001725807,0.0002751327,0.000316553],"domain_scores_gemma":[0.9897142,0.008161447,0.001262515,0.0001800717,0.0005444987,0.0001372658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000795784,0.0001680504,0.9826553,0.000256542,0.0001507338,0.006453615,0.0002513902,0.00004066916,0.00005336502,0.00001731524,0.002437433,0.00743596],"study_design_scores_gemma":[0.001014918,0.0009228726,0.9917603,0.00001692907,0.0001441267,0.000678428,0.001227252,0.00003722024,0.001998777,0.00007629084,0.001991397,0.0001314861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923308,0.003040191,0.000006719187,0.000288104,0.003886741,0.000344447,0.00007032093,0.000001982618,0.00003067495],"genre_scores_gemma":[0.9992005,0.0001781235,0.0001211726,0.0004055102,0.00001262338,0.000006408756,0.000006204744,0.00001776292,0.0000516649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07242829,"threshold_uncertainty_score":0.9931424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02082352278633567,"score_gpt":0.2532569579864722,"score_spread":0.2324334352001366,"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."}}