{"id":"W4411101582","doi":"10.1186/s13063-025-08886-8","title":"The Research Visit of the Future: an academic-industry model for telehealth, electronic clinical outcomes assessments, and Decentralized Clinical Trials (DCTs)","year":2025,"lang":"en","type":"letter","venue":"Trials","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Telehealth; Clinical trial; General partnership; Software deployment; Medicine; Electronic data capture; Telemedicine; Asynchronous communication; Data collection; Translational research; Clinical research; Data sharing; Data science; Medical education; Computer science; Knowledge management; Alternative medicine; Telecommunications; Business; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.09156268,0.0006235645,0.0007419089,0.0008048862,0.01370578,0.01986705,0.005036558,0.0419412,0.007632849],"category_scores_gemma":[0.1041851,0.001601417,0.001646659,0.001252707,0.02506378,0.02883193,0.01576763,0.0484419,0.003145987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01792985,"about_ca_system_score_gemma":0.03954076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00950673,"about_ca_topic_score_gemma":0.01811764,"domain_scores_codex":[0.8922785,0.06786063,0.005465187,0.009658375,0.0191796,0.005557754],"domain_scores_gemma":[0.8470671,0.08680969,0.006796858,0.01149792,0.01221542,0.03561303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003729962,0.0004690246,0.005174492,0.000360417,0.0000600095,0.007195652,0.008798717,0.001413605,0.001695255,0.2392523,0.662807,0.07240056],"study_design_scores_gemma":[0.0003338568,0.0006779354,0.002265681,0.0006715341,0.00002836368,0.006199021,0.01063057,0.005311922,0.0005791573,0.1318253,0.8412341,0.0002423814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001145866,0.0003611755,0.002946111,0.9913435,0.001185873,0.00005597266,0.00001128566,0.00004336835,0.002906863],"genre_scores_gemma":[0.03832251,0.0008847311,0.01284891,0.9372314,0.004664971,0.0004955987,0.00002447312,0.00007863504,0.005448734],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09156268,"threshold_uncertainty_score":0.4842355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6242954370650914,"score_gpt":0.6826918615501877,"score_spread":0.0583964244850963,"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."}}