{"id":"W4406853892","doi":"10.2196/60170","title":"Use of Video Consultation Between 2017 and 2020 in Outpatient Medical Care in Germany and Characteristics of Their User Groups: Analysis of Claims Data","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Internet privacy; Computer science; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001572169,0.000306705,0.0003422336,0.003915464,0.0002388086,0.00112262,0.0004105377,0.0004741808,0.001602782],"category_scores_gemma":[0.004752747,0.0001756431,0.0006215865,0.004196944,0.0003282618,0.0007622424,0.001083975,0.000458164,0.0003230017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009684418,"about_ca_system_score_gemma":0.0006035437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01697786,"about_ca_topic_score_gemma":0.013761,"domain_scores_codex":[0.9981872,0.0003895038,0.0002949995,0.000354418,0.0004063182,0.0003675136],"domain_scores_gemma":[0.996008,0.001069664,0.002089794,0.0001924376,0.0002694456,0.0003705967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001441895,0.00004400829,0.9950867,0.00005111628,0.00007619246,0.0001077205,0.0004178143,0.0001031145,0.00009396489,0.00006337605,0.0003762206,0.003435513],"study_design_scores_gemma":[0.000002557207,0.00003484536,0.9986093,0.00002269728,0.00002060337,0.0001158829,0.0004795754,0.0003456727,0.00004656265,0.00001667938,0.0003006874,0.000004844796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951875,0.0002961228,0.0000769016,0.00004886219,0.000003229007,0.00001362265,0.004136614,0.000003792351,0.0002334101],"genre_scores_gemma":[0.9944242,0.0002130523,0.0001292151,0.00002504918,0.000008794867,0.0000325863,0.005018965,0.000003789413,0.0001444995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01697786,"threshold_uncertainty_score":0.03375804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1289353393810357,"score_gpt":0.4842184225265523,"score_spread":0.3552830831455167,"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."}}