{"id":"W4362562306","doi":"10.2196/43389","title":"Evolution of a Project to Improve Inpatient-to-Outpatient Dermatology Care Transitions: Mixed Methods Evaluation","year":2023,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workflow; Medicine; Specialty; Health care; Documentation; Workload; Intervention (counseling); Medical emergency; Family medicine; Nursing; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008786393,0.0002147584,0.0005309269,0.001086436,0.0006683337,0.000008018022,0.0001810908,0.0005125416,0.00007898143],"category_scores_gemma":[0.000946212,0.0002122568,0.00008640065,0.001857695,0.00004808522,0.0001349055,0.0001074504,0.0004006893,0.0003585287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005451833,"about_ca_system_score_gemma":0.001527935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002990899,"about_ca_topic_score_gemma":0.000627748,"domain_scores_codex":[0.9934232,0.003859732,0.001217851,0.0004993991,0.0003409531,0.0006588614],"domain_scores_gemma":[0.9969164,0.000453422,0.000267927,0.000485029,0.001683041,0.0001941629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001341709,0.0009700888,0.07262788,0.008165954,0.0002811115,0.00005691875,0.5952345,0.04324545,0.03094131,0.02990138,0.0606181,0.1566156],"study_design_scores_gemma":[0.0112759,0.002849184,0.1244435,0.001752906,0.0004686581,0.0001908065,0.2877914,0.5020989,0.01155514,0.002341675,0.0529066,0.002325376],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8743963,0.0001425179,0.1060832,0.007758851,0.002091258,0.00851823,0.0001375954,0.0002779887,0.0005940803],"genre_scores_gemma":[0.9460222,0.00001187143,0.04518572,0.0008023067,0.00006511246,0.007328788,0.0004963217,0.00003968252,0.00004802201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4588534,"threshold_uncertainty_score":0.865558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08090015632677267,"score_gpt":0.5032255211193525,"score_spread":0.4223253647925798,"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."}}