{"id":"W4361771990","doi":"10.2196/41423","title":"User-Initiated Symptom Assessment With an Electronic Symptom Checker: Protocol for a Mixed Methods Validation Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Suomalainen Lääkäriseura Duodecim; Finska Läkaresällskapet","keywords":"Triage; Service (business); Computer science; Protocol (science); Phone; Health care; Population; Test (biology); Medicine; Nursing; Medical emergency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.1877194,0.005179587,0.004949033,0.005247273,0.005488163,0.005345525,0.004702367,0.006314802,0.05334074],"category_scores_gemma":[0.1191709,0.004347603,0.004413779,0.004804013,0.004665809,0.003998413,0.003797808,0.006797158,0.01429543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008664814,"about_ca_system_score_gemma":0.03243251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00327884,"about_ca_topic_score_gemma":0.005965305,"domain_scores_codex":[0.8838288,0.08382254,0.01528591,0.00411555,0.009355634,0.00359157],"domain_scores_gemma":[0.8954846,0.0416201,0.01191466,0.01675841,0.03101607,0.003206122],"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":[0.1295467,0.05621105,0.008435149,0.1581347,0.001915272,0.003527589,0.0416538,0.01510591,0.01470304,0.04752717,0.1434615,0.3797782],"study_design_scores_gemma":[0.2003096,0.06429278,0.03437153,0.09366812,0.001459866,0.001182567,0.02350802,0.01924851,0.01488272,0.02859609,0.5169554,0.001524847],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0006049568,0.00004442624,0.002542445,0.00007103763,0.00005837703,0.9960954,0.0003030602,0.00003055296,0.0002498034],"genre_scores_gemma":[0.0003549502,0.00002468342,0.002675766,0.00003435081,0.000005740662,0.996797,0.00004367263,0.000002772669,0.00006110872],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1877194,"threshold_uncertainty_score":0.9927669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5535514461839124,"score_gpt":0.7388167150075422,"score_spread":0.1852652688236298,"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."}}