{"id":"W4386320367","doi":"10.2196/45637","title":"Virtual Exercise in Medicine: A Proof of Concept in a Healthy Population","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Proof of concept; Population; Computer science; Medicine; Psychology; World Wide Web; Environmental health; Operating system","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":[0.007541914,0.0008038917,0.0008963161,0.0005669951,0.0006237511,0.0007976468,0.0009290485,0.001552225,0.005631056],"category_scores_gemma":[0.003295062,0.0002481461,0.0007637568,0.0002250712,0.001000108,0.0008771347,0.001362873,0.001108807,0.0006822889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002410169,"about_ca_system_score_gemma":0.001375093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005934524,"about_ca_topic_score_gemma":0.0005017041,"domain_scores_codex":[0.9974598,0.001734471,0.00008494556,0.0001855707,0.0003054664,0.0002297898],"domain_scores_gemma":[0.9986413,0.0004506685,0.00009496757,0.0001393091,0.0002663391,0.000407347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.06752545,0.2864847,0.02041353,0.004360948,0.0009899497,0.001095181,0.002906122,0.001508802,0.1060747,0.003289072,0.01044164,0.4949099],"study_design_scores_gemma":[0.04199753,0.8643473,0.04960463,0.0007041727,0.0009422153,0.0009326505,0.001428477,0.002591522,0.01101072,0.001291256,0.02505974,0.00008968813],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9238423,0.003687227,0.03327204,0.001781345,0.001046076,0.02853325,0.0009967947,0.0003311847,0.006509765],"genre_scores_gemma":[0.885041,0.004125007,0.07426795,0.002281498,0.00076801,0.02836527,0.0008721954,0.00007020056,0.004208934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007541914,"threshold_uncertainty_score":0.03988588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.108654169626883,"score_gpt":0.4546660687309851,"score_spread":0.3460118991041021,"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."}}