{"id":"W3151660657","doi":"10.2196/24038","title":"Development and Implementation of a Multidisciplinary Electronic Discharge Readiness Tool: User-Centered Design Approach","year":2021,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workflow; Stakeholder; Multidisciplinary approach; Fidelity; Computer science; Process management; Health care; Engineering; Database","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":[0.0001333488,0.0001762839,0.0002745436,0.0001157911,0.0001079721,0.00001841336,0.00004221754,0.00004660859,0.0001486729],"category_scores_gemma":[0.000004509136,0.0001421546,0.00005580733,0.0001436766,0.00002650127,0.000104861,0.00008663506,0.00008169848,0.000004400678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000132162,"about_ca_system_score_gemma":0.0001361958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001730496,"about_ca_topic_score_gemma":0.00005329133,"domain_scores_codex":[0.9988358,0.0000449536,0.0003051839,0.000295396,0.0002231849,0.0002954992],"domain_scores_gemma":[0.9995656,0.00001791078,0.00008043618,0.0002001221,0.00005537186,0.00008054004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003050966,0.003669848,0.8180534,0.001485165,0.001567094,0.00009556564,0.03211696,0.000004061088,0.1080594,0.01043408,0.003715669,0.0204937],"study_design_scores_gemma":[0.003984313,0.0003761666,0.8981763,0.0000821694,0.0001661737,0.0000121077,0.006617883,0.00002390447,0.07935766,0.00004634358,0.01087995,0.0002770546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974477,0.00007176417,0.001121255,0.0001382184,0.00002307152,0.001005788,0.00000445538,0.0000457295,0.0001420273],"genre_scores_gemma":[0.9904546,0.00001694016,0.007644157,0.00001738852,0.00002051728,0.0001470524,0.0004383869,0.0000215357,0.001239425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0801229,"threshold_uncertainty_score":0.5796896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05257215818218106,"score_gpt":0.3395943143234648,"score_spread":0.2870221561412837,"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."}}