{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001987129,0.0001993163,0.0005661207,0.0004792801,0.0002666071,0.00001111391,0.0004232108,0.000319553,0.0002760612],"category_scores_gemma":[0.0002826641,0.0001212636,0.0001919105,0.001733028,0.0001200568,0.0002416569,0.0001174973,0.001350485,0.000270827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001573007,"about_ca_system_score_gemma":0.003566427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005483581,"about_ca_topic_score_gemma":0.001666131,"domain_scores_codex":[0.9952744,0.0005382319,0.001926285,0.00012534,0.0009891754,0.001146551],"domain_scores_gemma":[0.9976174,0.0007428417,0.0006387921,0.0005260446,0.0001474029,0.0003274755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.003072028,0.0009172772,0.1367567,0.006291778,0.003032931,0.0000996579,0.5544261,0.001755551,0.00007283852,0.002225966,0.06827047,0.2230787],"study_design_scores_gemma":[0.008721994,0.02187121,0.3376719,0.004631819,0.0003604715,0.00004204583,0.2831813,0.2915704,0.00007782878,0.0005748803,0.04948732,0.001808885],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899935,0.00005729268,0.00001857996,0.0002607768,0.0002088022,0.001135276,0.00003217652,0.0001186434,0.008174999],"genre_scores_gemma":[0.9982919,0.0001712673,0.0000202001,0.0004728137,0.0000753887,0.0003435383,0.0003931909,0.00002149619,0.0002101815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2898148,"threshold_uncertainty_score":0.6326688,"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."}}