{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.1797215,0.0005155652,0.004995735,0.0002858191,0.0006064111,0.00006795642,0.0008906344,0.004031905,0.00007604475],"category_scores_gemma":[0.05163427,0.0002586697,0.001262459,0.0004799695,0.0004939091,0.0001043057,0.0002023912,0.01306757,0.000002546193],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002666732,"about_ca_system_score_gemma":0.007567086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008603751,"about_ca_topic_score_gemma":0.00006742685,"domain_scores_codex":[0.9552689,0.02797641,0.01170071,0.001203486,0.002008071,0.001842397],"domain_scores_gemma":[0.9122017,0.08050656,0.004335195,0.00167896,0.0008438368,0.0004337386],"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":[0.003221581,0.0001169106,0.0183371,0.0005451855,0.000904703,0.000003584556,0.00005025591,4.379043e-7,0.000008673463,0.001100388,0.8697442,0.105967],"study_design_scores_gemma":[0.02242434,0.001869939,0.01035468,0.0003552862,0.002518727,0.000009126349,0.0002868497,0.0005205645,0.0000409292,0.008037584,0.9533378,0.0002441004],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0270741,0.003078771,0.0006434768,0.948072,0.003777829,0.01672701,0.0005179581,0.00006061041,0.00004821184],"genre_scores_gemma":[0.01123938,0.06763295,0.00178859,0.8597749,0.04727758,0.001956816,0.001186132,0.0002073656,0.008936251],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1280872,"threshold_uncertainty_score":0.9999865,"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."}}