{"id":"W4205394947","doi":"10.1097/jmq.0000000000000040","title":"Using a Virtual Clinic to Improve Surgical Care Efficiency","year":2022,"lang":"en","type":"article","venue":"American Journal of Medical Quality","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Obesity Network; University of Calgary","funders":"","keywords":"Surgical procedures; MEDLINE; Patient care; Surgical nursing; Telemedicine","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":[0.003267744,0.0005472276,0.0003488316,0.001003785,0.002789575,0.00432036,0.00191186,0.001358254,0.01956555],"category_scores_gemma":[0.01083134,0.0004379294,0.0007397785,0.0005881332,0.0008226956,0.002496444,0.004426209,0.001390236,0.002138768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001112877,"about_ca_system_score_gemma":0.004540468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002372226,"about_ca_topic_score_gemma":0.006583928,"domain_scores_codex":[0.995315,0.003036539,0.000131889,0.0003594518,0.0005610728,0.0005960463],"domain_scores_gemma":[0.9886338,0.003204626,0.001094869,0.001037341,0.0009331041,0.005096325],"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":[0.001782018,0.02514352,0.08663417,0.0004797324,0.0002989464,0.002017756,0.004119718,0.01527621,0.005854021,0.009686163,0.1552213,0.6934865],"study_design_scores_gemma":[0.005925891,0.0349517,0.2593662,0.001708353,0.001302418,0.01077213,0.03216624,0.293843,0.01438288,0.05561172,0.2885864,0.001383123],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.80978,0.0008919067,0.05962202,0.01963213,0.00302955,0.0009636549,0.0006589701,0.005294512,0.1001274],"genre_scores_gemma":[0.9563077,0.000279532,0.0340447,0.002460095,0.0004760263,0.0003132623,0.0002288405,0.0001415875,0.005748115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01956555,"threshold_uncertainty_score":0.06545329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04172375222203247,"score_gpt":0.4148989560986452,"score_spread":0.3731752038766128,"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."}}