{"id":"W3166718693","doi":"10.2196/22110","title":"Evaluating Simplified Web Interfaces of Risk Models for Clinical Use: Pilot Survey Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University","keywords":"Usability; Unified theory of acceptance and use of technology; Computer science; Sociotechnical system; Expectancy theory; Test (biology); Regression analysis; Web application; Knowledge management; Psychology; World Wide Web; Human–computer interaction; Machine learning","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.02419942,0.0007311776,0.0007796859,0.001157219,0.0005351418,0.001385639,0.0009177807,0.0007749891,0.00341651],"category_scores_gemma":[0.08191226,0.0005465325,0.0007308261,0.0006612666,0.000626667,0.002128067,0.001255807,0.0009999693,0.0007290186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009878686,"about_ca_system_score_gemma":0.001220187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109855,"about_ca_topic_score_gemma":0.001729265,"domain_scores_codex":[0.9890725,0.008055136,0.001005837,0.0004514544,0.0009917959,0.000423227],"domain_scores_gemma":[0.9017189,0.08210325,0.004417577,0.00345357,0.006514333,0.00179241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005571899,0.09625208,0.5143599,0.001951487,0.0003870626,0.00124876,0.05474811,0.007727379,0.009425124,0.0009026522,0.004285382,0.3031402],"study_design_scores_gemma":[0.004386782,0.1503419,0.6911475,0.0007777062,0.0008053712,0.001415823,0.04151955,0.08087656,0.01170841,0.001405905,0.0151027,0.0005117853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996448,0.00002408508,0.002046289,0.00004618101,0.000004346461,0.0009851889,0.00007706873,0.00003645315,0.0003322149],"genre_scores_gemma":[0.9836925,0.0001214879,0.01313817,0.000110068,0.00001847975,0.002304874,0.0002638486,0.00002218012,0.000328286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02419942,"threshold_uncertainty_score":0.1279804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4609297841156731,"score_gpt":0.5752852182316242,"score_spread":0.114355434115951,"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."}}