{"id":"W2565537820","doi":"","title":"Family physician access to specialist advice by telephone: Reduction in unnecessary specialist consultations and emergency department visits.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; St. Paul's Hospital; Heart and Stroke Foundation; Health Care Foundation; Providence Health Care; Simon Fraser University; Island Health; Vancouver Coastal Health","funders":"","keywords":"Emergency department; Medicine; Specialist care; Medical emergency; Family medicine; Primary care; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002819,0.0001667938,0.0002361146,0.0003239204,0.0001512936,0.0001316305,0.0002183641,0.00009134316,0.00002852857],"category_scores_gemma":[0.0001191849,0.0001388294,0.00002866295,0.0008783445,0.00004118,0.0009596248,0.000146968,0.00007850631,0.0000747091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001104206,"about_ca_system_score_gemma":0.00001674922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004249791,"about_ca_topic_score_gemma":0.002970075,"domain_scores_codex":[0.9985278,0.00002147284,0.0004215688,0.000408479,0.0001794374,0.0004412215],"domain_scores_gemma":[0.999424,0.00001989855,0.0001804645,0.000205852,0.0001279829,0.0000418483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000463256,0.0001297279,0.02738686,0.0001140364,0.00002339564,0.000008647909,0.00003067716,9.692785e-7,0.0009528928,0.007516555,0.1558287,0.8079612],"study_design_scores_gemma":[0.0004364982,0.0000041294,0.5446763,0.00002448893,0.00001036879,9.098699e-7,0.0001303312,0.000002872725,0.0001146101,0.001268579,0.4531387,0.000192236],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508983,0.0003077954,0.0001312784,0.02142484,0.0016943,0.00174378,0.00005622832,0.0002385932,0.02350487],"genre_scores_gemma":[0.9951714,0.0001181515,0.00001963458,0.001383505,0.001638525,0.001109343,0.00003137349,0.00002468882,0.0005034122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.807769,"threshold_uncertainty_score":0.6424441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02272419811692796,"score_gpt":0.2590853005495167,"score_spread":0.2363611024325888,"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."}}