{"id":"W4411556859","doi":"10.62647/ijitce2025v13i2spp567-573","title":"Fitness Guide With Mental Health Support Using Fitmind","year":2025,"lang":"en","type":"article","venue":"International jounal of information technology and computer engineering.","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Mental health; Psychology; Applied psychology; Gerontology; Medicine; Psychiatry","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":[0.000432523,0.0008159956,0.0003857932,0.0008472169,0.0004242312,0.00103755,0.001052005,0.0008862541,0.09525039],"category_scores_gemma":[0.001584435,0.0003917625,0.0007248279,0.0003127524,0.0001352221,0.0009218191,0.002249901,0.0007735589,0.0320374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003541629,"about_ca_system_score_gemma":0.0007330466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001602186,"about_ca_topic_score_gemma":0.002956704,"domain_scores_codex":[0.9997665,0.00003962274,0.00001871234,0.00005470061,0.00008496916,0.00003547216],"domain_scores_gemma":[0.9995725,0.0001163633,0.00002026983,0.00005094946,0.00008392266,0.0001560563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006464054,0.001347706,0.009700586,0.000623749,0.00005078407,0.0009903192,0.000689151,0.001054051,0.007223591,0.001566465,0.3109456,0.6651617],"study_design_scores_gemma":[0.000475267,0.000751834,0.02273861,0.0003444605,0.00008020747,0.00211624,0.0003192691,0.02399903,0.01184202,0.004773466,0.9323987,0.0001609446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.106488,0.002494894,0.2857124,0.005796121,0.001229143,0.00565201,0.03834053,0.3242001,0.2300869],"genre_scores_gemma":[0.2614244,0.002462374,0.3858106,0.005846292,0.0003593546,0.004598779,0.05569908,0.0106448,0.2731543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09525039,"threshold_uncertainty_score":0.3186443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006155376211664806,"score_gpt":0.2922412039327064,"score_spread":0.2860858277210416,"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."}}