{"id":"W4407029810","doi":"10.2196/preprints.65967","title":"Examining Health Care Provider Experiences With Patient Portal Implementation: Mixed Methods Study (Preprint)","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Health care; Nursing; Medicine; Business; Computer science; Political science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0365769,0.0004873819,0.001001607,0.002147613,0.004472098,0.004295032,0.001457919,0.001421914,0.003811991],"category_scores_gemma":[0.05088016,0.00117525,0.0009358115,0.003523703,0.002000297,0.003737293,0.003538905,0.001566856,0.0004405487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006333566,"about_ca_system_score_gemma":0.009290752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0121282,"about_ca_topic_score_gemma":0.0248283,"domain_scores_codex":[0.9776104,0.01565421,0.00211941,0.001292027,0.001635699,0.001688282],"domain_scores_gemma":[0.9485078,0.0375133,0.005779507,0.001665941,0.004775741,0.001757582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002857066,0.001634137,0.130518,0.001751038,0.0001295127,0.0007728297,0.8315077,0.00006910751,0.0007544903,0.0007411859,0.001790338,0.03004589],"study_design_scores_gemma":[0.0001098648,0.001276086,0.06121517,0.001279696,0.00008319298,0.0003506656,0.9280938,0.0003437084,0.0006089591,0.0002647766,0.006313845,0.00006028787],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994447,0.0004766732,0.001264217,0.0006432156,0.00002713165,0.001489608,0.0003683637,0.00001188386,0.001271817],"genre_scores_gemma":[0.9851282,0.0009482919,0.004505589,0.001652987,0.00003924586,0.006262787,0.0003467932,0.00002285245,0.001093329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0365769,"threshold_uncertainty_score":0.1934394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1175352436457049,"score_gpt":0.5502071993442296,"score_spread":0.4326719556985247,"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."}}