{"id":"W4205551292","doi":"10.1017/cjn.2021.325","title":"P.216 Improving access to neurosurgeons through an electronic consultation service","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Medicine; Primary care; Service (business); Family medicine; Face-to-face; Patient referral; Medical emergency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009899461,0.0001657297,0.000130879,0.0009433284,0.0008266057,0.001039588,0.0006904613,0.0004007815,0.0725875],"category_scores_gemma":[0.01010445,0.0001094344,0.0002027446,0.001785179,0.0005102321,0.0007532606,0.00116594,0.0003469166,0.005752038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002897454,"about_ca_system_score_gemma":0.008430048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.180902,"about_ca_topic_score_gemma":0.2532934,"domain_scores_codex":[0.9989999,0.0002547046,0.00007926831,0.00007059279,0.0003589739,0.0002365249],"domain_scores_gemma":[0.9947483,0.001741835,0.001302919,0.0001520378,0.001057347,0.0009976528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002165699,0.0005509651,0.365331,0.001570659,0.00004122698,0.0006582442,0.00132314,0.0002360213,0.0005243308,0.0007571148,0.2271066,0.4016841],"study_design_scores_gemma":[0.0001542196,0.0006436725,0.8492533,0.002155322,0.00005919736,0.001446498,0.003933384,0.0009486065,0.0004613543,0.0005208665,0.1403839,0.00003973959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5946817,0.01087307,0.002168413,0.07003396,0.001157954,0.001374156,0.02082747,0.000837037,0.2980464],"genre_scores_gemma":[0.9450435,0.007824052,0.004222132,0.005794757,0.0007316263,0.000321382,0.003139095,0.00007361057,0.03284997],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.180902,"threshold_uncertainty_score":0.3596981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04952310785473694,"score_gpt":0.2962351344119002,"score_spread":0.2467120265571633,"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."}}