{"id":"W4313729738","doi":"10.2196/43567","title":"The Impact of an Electronic Portal on Patient Encounters in Primary Care: Interrupted Time-Series Analysis","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Carleton University; Bruyère; University of Ottawa","funders":"University of Ottawa","keywords":"Patient portal; Medicine; Workload; Electronic health record; Family medicine; Health care; Telemedicine; Medical emergency","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":[0.01703783,0.0004056962,0.0009531126,0.001696204,0.0004658121,0.001471108,0.001284897,0.0008758377,0.002159031],"category_scores_gemma":[0.03986106,0.0004287176,0.002143903,0.002729296,0.0006626179,0.000913949,0.001111857,0.00143544,0.0002754726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120052,"about_ca_system_score_gemma":0.000818605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009074625,"about_ca_topic_score_gemma":0.004025389,"domain_scores_codex":[0.9880343,0.006613778,0.001270925,0.001796551,0.001551728,0.0007327536],"domain_scores_gemma":[0.9459935,0.02764372,0.01808953,0.00472634,0.001686475,0.001860429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001340807,0.0001600743,0.9932562,0.00005895216,0.0008334136,0.0001047854,0.0001975591,0.0006682816,0.00008118719,0.0001091099,0.0002700187,0.002919748],"study_design_scores_gemma":[0.00008095585,0.0009875905,0.9846547,0.00003243907,0.0005271116,0.0002131113,0.000361851,0.01245476,0.0001254635,0.000163489,0.0003793624,0.00001912659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996431,0.0004698594,0.001711336,0.0001406561,0.00003154475,0.0000748222,0.0007809873,0.00001959329,0.0003400652],"genre_scores_gemma":[0.9982166,0.0001144183,0.0005271126,0.00002861329,0.0000266197,0.00006921608,0.0008596689,0.000004948186,0.0001528191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01703783,"threshold_uncertainty_score":0.09010571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568511886870305,"score_gpt":0.4039209923486459,"score_spread":0.3882358734799428,"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."}}