{"id":"W3035919321","doi":"10.1186/s40463-020-00439-0","title":"Telephone consultations with otolaryngology – head and neck surgery reduced emergency visits and specialty consultations in northern Alberta","year":2020,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"","keywords":"Medicine; Specialty; Referral; Emergency department; Otorhinolaryngology; Odds ratio; Family medicine; Emergency medicine; Health care; Medical emergency; Nursing; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009202032,0.0002730695,0.0002913598,0.0005866197,0.000776117,0.0007712825,0.001053359,0.0004274305,0.001626898],"category_scores_gemma":[0.003660764,0.0001784711,0.0004327827,0.0008653698,0.0004600872,0.00020128,0.0007713329,0.0005869681,0.0001310504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01423277,"about_ca_system_score_gemma":0.02030247,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9573956,"about_ca_topic_score_gemma":0.9768506,"domain_scores_codex":[0.9987257,0.0001896383,0.00004697666,0.000152608,0.0004815503,0.0004033652],"domain_scores_gemma":[0.9982664,0.0002847367,0.0003853715,0.00003929143,0.0004706506,0.0005535817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001149658,0.0004319363,0.942813,0.0002674465,0.0001969704,0.0005882962,0.002578134,0.001313289,0.001950964,0.0001581456,0.003715334,0.04483677],"study_design_scores_gemma":[0.00004594935,0.0001597449,0.9962578,0.0000397217,0.00005687591,0.00007764983,0.001773548,0.0004693244,0.0001607548,0.00001878375,0.0009311544,0.000008843941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996061,0.0006189352,0.00007614751,0.0005149313,0.00001528712,0.00003283426,0.0004468268,0.00002054911,0.002213466],"genre_scores_gemma":[0.9976641,0.0003531774,0.0002061689,0.00023536,0.00001421898,0.00001416219,0.000284994,0.000005180817,0.001222668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9573956,"threshold_uncertainty_score":0.1032665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02385147511671739,"score_gpt":0.2574514695826906,"score_spread":0.2335999944659732,"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."}}