{"id":"W2562000186","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":"QUT ePrints (Queensland University of Technology)","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Helpline; Seriousness; Medicine; Medical emergency; Emergency department; Descriptive statistics; Family medicine; Hotline; Nursing; Emergency medicine; Computer science","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":[0.002980649,0.0001612599,0.0002916324,0.001291148,0.0003131519,0.0008523039,0.0004828238,0.0006415806,0.002879273],"category_scores_gemma":[0.02107274,0.0002051551,0.0006634339,0.001093038,0.0005110808,0.00114524,0.0006831451,0.0005296216,0.0004059178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005106603,"about_ca_system_score_gemma":0.000499292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007428443,"about_ca_topic_score_gemma":0.00554264,"domain_scores_codex":[0.9953774,0.001855828,0.0008875792,0.0003753927,0.001111077,0.0003927147],"domain_scores_gemma":[0.9788876,0.01018629,0.008390725,0.0004622598,0.00135744,0.0007156166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004079272,0.0001564773,0.9920889,0.000139874,0.00008843677,0.00004933023,0.002362204,0.00003498634,0.00009507081,0.00003263064,0.0001795646,0.004364535],"study_design_scores_gemma":[0.000008910286,0.0002105289,0.9975837,0.00003192195,0.00002388873,0.00006119895,0.001787612,0.00006597826,0.00004087926,0.00001086205,0.0001690644,0.00000530332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980623,0.0002902736,0.00006808653,0.0001037844,0.000007520212,0.00004664508,0.0003578569,0.000003911388,0.001059661],"genre_scores_gemma":[0.9992877,0.00009589976,0.00008127458,0.00005965868,0.00001176453,0.00005776685,0.000212949,0.000002343926,0.0001907158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007428443,"threshold_uncertainty_score":0.01576334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075385506836955,"score_gpt":0.2562182997329457,"score_spread":0.2454644446645761,"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."}}