{"id":"W2523167045","doi":"","title":"Medication-related queries received for 'after hours GP helpline' - Comparison of callers' intentions with GPs' advice.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Helpline; Medicine; Seriousness; Emergency department; Hotline; Medical emergency; Family medicine; Descriptive statistics; Nursing; Emergency medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003948611,0.0001764474,0.0003165096,0.00120653,0.0002945359,0.0007885521,0.0006028693,0.0006818774,0.002268071],"category_scores_gemma":[0.0285402,0.000219589,0.0007557116,0.001186772,0.0004069358,0.001199005,0.0006440817,0.0005997648,0.0003194587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006302203,"about_ca_system_score_gemma":0.0006509924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007505478,"about_ca_topic_score_gemma":0.006822966,"domain_scores_codex":[0.9950187,0.002036497,0.0008646293,0.0004156893,0.00130788,0.0003566055],"domain_scores_gemma":[0.9696966,0.01434309,0.01251972,0.0006096942,0.001920452,0.0009104345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000522523,0.0001339582,0.992453,0.0002145696,0.0001542995,0.00004413716,0.001434821,0.00002846749,0.00006735514,0.00002418651,0.0002757047,0.004646993],"study_design_scores_gemma":[0.00001024014,0.0001740688,0.998346,0.00004395653,0.00004595801,0.00005380373,0.001053324,0.00006482775,0.00003092389,0.000007912911,0.0001640196,0.000004943577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997317,0.000647706,0.00008834599,0.0001418011,0.00001334849,0.00005661995,0.0006745011,0.000005249667,0.001055502],"genre_scores_gemma":[0.999105,0.0001540065,0.00008784865,0.00007187708,0.0000128173,0.00006540927,0.0003378544,0.000002876844,0.0001622733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007505478,"threshold_uncertainty_score":0.02088249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02353467434339437,"score_gpt":0.2846869847760528,"score_spread":0.2611523104326584,"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."}}