{"id":"W3003606136","doi":"10.2196/16474","title":"Promoting Wellness Through Mobile Health Technology in a College Student Population: Protocol Development and Pilot Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institutes of Health","keywords":"Attrition; Attendance; Medicine; Medical education; Population; Residence; Protocol (science); Gerontology; Psychology; Family medicine; Alternative medicine; Environmental health; Demography","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":[0.09986814,0.002120553,0.002744534,0.002827388,0.003638467,0.003101262,0.001977655,0.003575551,0.02888671],"category_scores_gemma":[0.06408712,0.002260947,0.003162296,0.00281903,0.00274053,0.002619426,0.002221205,0.004269903,0.006804343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003489032,"about_ca_system_score_gemma":0.02364375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002360725,"about_ca_topic_score_gemma":0.00522777,"domain_scores_codex":[0.9623536,0.02504301,0.006683316,0.001501805,0.002516445,0.001901841],"domain_scores_gemma":[0.946445,0.0200812,0.004881529,0.007069574,0.01914805,0.002374653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1488514,0.08629301,0.02350748,0.08204679,0.002008813,0.002233088,0.03663413,0.004937841,0.01230859,0.01688316,0.09460932,0.4896865],"study_design_scores_gemma":[0.2064182,0.1451305,0.08607592,0.06026584,0.002356681,0.001044312,0.03157739,0.00873727,0.009979136,0.01496674,0.4326748,0.0007731061],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002837613,0.0000648149,0.002508265,0.000126177,0.00009597473,0.9932511,0.0004900835,0.00003564808,0.0005902717],"genre_scores_gemma":[0.001037467,0.00003910408,0.002111006,0.00007439696,0.000008272725,0.9965789,0.00005098012,0.000002553098,0.00009736702],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09986814,"threshold_uncertainty_score":0.5281595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4379705596564499,"score_gpt":0.6559633291465239,"score_spread":0.217992769490074,"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."}}