{"id":"W4230101917","doi":"10.2196/preprints.22110","title":"Evaluating Simplified Web Interfaces of Risk Models for Clinical Use: Pilot Survey Study (Preprint)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Usability; Preprint; Computer science; Sociotechnical system; Unified theory of acceptance and use of technology; Test (biology); Web application; User interface; Technology acceptance model; World Wide Web; Knowledge management; Psychology; Human–computer interaction","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":[0.02496018,0.000628453,0.000724224,0.001010848,0.0006192836,0.00159656,0.0008931996,0.0008427897,0.004355617],"category_scores_gemma":[0.08335776,0.0006081577,0.0007841779,0.0007878416,0.00056706,0.002176194,0.00117891,0.000983707,0.0009015815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009812486,"about_ca_system_score_gemma":0.001348309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001443965,"about_ca_topic_score_gemma":0.001971147,"domain_scores_codex":[0.9894148,0.007892869,0.001081256,0.0004439508,0.0008109591,0.0003561658],"domain_scores_gemma":[0.8891864,0.09548759,0.003997766,0.003275054,0.006440409,0.001612782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005518876,0.09794773,0.4683404,0.002076984,0.0003617226,0.001073027,0.06561042,0.007996495,0.008459409,0.0009146204,0.00708677,0.3346136],"study_design_scores_gemma":[0.005264742,0.1673563,0.6679006,0.0006971494,0.000652204,0.0009501897,0.05763222,0.07111008,0.01131929,0.00151589,0.01502939,0.0005719973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964157,0.00002101802,0.001932026,0.00006415416,0.000006830604,0.00106172,0.0001208995,0.0000400298,0.0003375804],"genre_scores_gemma":[0.9791586,0.0001229983,0.01615397,0.0001528392,0.00002843959,0.003519485,0.0003908315,0.0000267313,0.0004461367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02496018,"threshold_uncertainty_score":0.1320036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7108871351556247,"score_gpt":0.6351950050038733,"score_spread":0.07569213015175147,"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."}}