{"id":"W4386819499","doi":"10.2196/preprints.52800","title":"Efficiencies, Risks, and Rabbit Holes: Primary Care Providers' Perceptions of Using Email to Communicate with Patients: Results from the MAAP-NS Census Survey Data (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Primary care; Documentation; Preprint; Modalities; Internet privacy; Family medicine; Medicine; MEDLINE; Coronavirus disease 2019 (COVID-19); Business; World Wide Web; Computer science; Political science","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":[0.00880184,0.0001293757,0.000245641,0.001023388,0.001142627,0.002633364,0.000596981,0.0007527063,0.00392323],"category_scores_gemma":[0.04863226,0.0003449647,0.0005810194,0.00164812,0.001134522,0.002475099,0.00264004,0.001011378,0.0003761876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001817549,"about_ca_system_score_gemma":0.003617792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03347636,"about_ca_topic_score_gemma":0.03865876,"domain_scores_codex":[0.9925585,0.003795402,0.001174719,0.0003899603,0.001286344,0.0007950563],"domain_scores_gemma":[0.9511763,0.02685901,0.01317085,0.001530504,0.004306148,0.002957191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005640828,0.00009981863,0.9419767,0.0001763394,0.00004641811,0.0001031676,0.04669041,0.00004973942,0.00008816334,0.0001622769,0.001519225,0.00903137],"study_design_scores_gemma":[0.00001087255,0.0001113943,0.8722696,0.000216854,0.00002695648,0.0001263578,0.1250349,0.0001390779,0.00005778482,0.00008427696,0.001908034,0.00001374331],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935544,0.0002977215,0.0001065383,0.002644255,0.00001378322,0.00005943236,0.0007866424,0.000004504107,0.002532839],"genre_scores_gemma":[0.9985464,0.0002849271,0.0001645393,0.000474112,0.00001216458,0.00005914746,0.0002546819,0.000003861091,0.0002001834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03347636,"threshold_uncertainty_score":0.06656301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2357812922076301,"score_gpt":0.3970751334357342,"score_spread":0.1612938412281041,"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."}}