{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004846077,0.0001836814,0.0003163781,0.0001267158,0.001430941,0.0008612189,0.0007640821,0.0001323734,0.00006737631],"category_scores_gemma":[0.0007290635,0.0001352143,0.00004943886,0.00018963,0.0001385819,0.001906477,0.0008183775,0.0002009908,0.0002704415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000018032,"about_ca_system_score_gemma":0.00004758994,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.042914,"about_ca_topic_score_gemma":0.007143761,"domain_scores_codex":[0.9987648,0.0000230401,0.000312521,0.0003555374,0.0001195104,0.0004246519],"domain_scores_gemma":[0.9986086,0.0001353463,0.0003127022,0.0007843093,0.0001354349,0.00002357555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001957116,0.0002110171,0.5556201,0.001658574,0.0001951604,0.0001788345,0.00150579,0.000007090655,0.00267072,0.07885778,0.1286802,0.230219],"study_design_scores_gemma":[0.0004546866,0.00001647828,0.4737154,0.0002449309,0.00002681412,0.00003042059,0.0002221255,0.0005313517,0.0001055083,0.002261416,0.5220199,0.0003709547],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429769,0.0004233508,0.000254193,0.04319773,0.0007328739,0.0005827834,0.000004293919,0.0002723824,0.01155548],"genre_scores_gemma":[0.9850944,0.000061131,0.0003647442,0.01313434,0.0009053492,0.0001484661,0.000007361914,0.00003364723,0.000250612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3933397,"threshold_uncertainty_score":0.999869,"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."}}