{"id":"W4412166715","doi":"10.1017/cjn.2025.10213","title":"P.032 Accessing ambulatory care in neurology: understanding and addressing demand in Calgary","year":2025,"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":"Calgary Laboratory Services","funders":"","keywords":"Ambulatory; Neurology; Medicine; Psychology; Business; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003952628,0.0002691119,0.0005331333,0.003469203,0.001766984,0.001023371,0.001168809,0.0003080479,0.00002222664],"category_scores_gemma":[0.001384037,0.0002044992,0.00008590371,0.002429935,0.003553513,0.001753315,0.0001435356,0.001528637,7.32161e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003140481,"about_ca_system_score_gemma":0.001779809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01344858,"about_ca_topic_score_gemma":0.5216594,"domain_scores_codex":[0.9966214,0.0003748942,0.0009375079,0.0005283342,0.0003489647,0.001188908],"domain_scores_gemma":[0.9985653,0.0003305546,0.0005742729,0.0001093059,0.000188719,0.0002318425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004473667,0.000008976971,0.9771457,0.000046488,0.00000288323,0.003575537,0.0001592677,0.000666693,0.000009656371,0.009784075,0.00006745456,0.008488477],"study_design_scores_gemma":[0.0008305524,0.004788901,0.8885645,0.0004064609,0.0000234662,0.003347676,0.001984125,0.005094707,0.000008898057,0.08941382,0.005119179,0.0004177125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822634,0.003755714,0.00004758024,0.006703576,0.000898139,0.0001670561,8.847851e-7,0.00001922445,0.006144424],"genre_scores_gemma":[0.9925177,0.000135751,0.0001773725,0.006975446,0.0001794329,0.000002422056,1.442057e-7,0.000008369928,0.000003325348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5082108,"threshold_uncertainty_score":0.9995326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06690388305116957,"score_gpt":0.2968601367651805,"score_spread":0.2299562537140109,"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."}}