{"id":"W2621331889","doi":"10.1002/lary.26677","title":"Improving access to otolaryngology–head and neck surgery expert advice through eConsultations","year":2017,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Champlain Regional College; Bruyère; University of Ottawa","funders":"Champlain Local Health Integration Network","keywords":"Medicine; Otorhinolaryngology; Referral; Observational study; Face-to-face; Head and neck; Primary care; Medical emergency; Family medicine; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004905939,0.0002002562,0.0002463301,0.001273113,0.0004393652,0.001304219,0.0007591539,0.0007599975,0.02003108],"category_scores_gemma":[0.03781293,0.0001842606,0.0003245822,0.001366474,0.0004493941,0.001190155,0.001926683,0.000651083,0.001183815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001277973,"about_ca_system_score_gemma":0.004203146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00516866,"about_ca_topic_score_gemma":0.008628375,"domain_scores_codex":[0.9953394,0.002229214,0.0005248452,0.0003716306,0.000933759,0.000601171],"domain_scores_gemma":[0.9610435,0.01880673,0.01416264,0.0007878409,0.001786804,0.003412406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001338361,0.003014613,0.5998343,0.001732341,0.00009583458,0.0005305068,0.001394516,0.0006933096,0.0007369929,0.0002932115,0.01876858,0.3715675],"study_design_scores_gemma":[0.0007262419,0.003657059,0.9756141,0.0012418,0.0001064109,0.00116247,0.001691755,0.002611041,0.0007196899,0.0003134524,0.01211145,0.00004462521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792761,0.001631706,0.0009251773,0.004695125,0.0001051863,0.0004509631,0.001192151,0.0001749358,0.01154873],"genre_scores_gemma":[0.9919153,0.0009263966,0.002821722,0.001528829,0.0002050824,0.0003349116,0.0004975066,0.00001878668,0.001751416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02003108,"threshold_uncertainty_score":0.06701058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05181326112113389,"score_gpt":0.3220518364298799,"score_spread":0.270238575308746,"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."}}