{"id":"W4394915661","doi":"10.2196/56749","title":"Rationale, Design, and Baseline Characteristics of Participants in the Health@NUS mHealth Augmented Cohort Study Examining Student-to-Work Life Transition: Protocol for a Prospective Cohort Study","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Cohort; Baseline (sea); Data collection; Mental health; Cohort study; Longitudinal study; Gerontology; Psychology; Medicine; Psychological intervention; Psychiatry","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":[0.03388012,0.00288983,0.002595233,0.002080351,0.004253604,0.001875366,0.002521191,0.003222357,0.02592975],"category_scores_gemma":[0.02590927,0.002085656,0.002318269,0.001877984,0.002014474,0.001837504,0.001772072,0.003999201,0.007719166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003194442,"about_ca_system_score_gemma":0.01431924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006486742,"about_ca_topic_score_gemma":0.009665491,"domain_scores_codex":[0.9874204,0.006836618,0.001874746,0.001361706,0.001390842,0.001115736],"domain_scores_gemma":[0.9890389,0.002098056,0.001466178,0.001847376,0.004252525,0.001296827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2129753,0.04513353,0.0885693,0.03896522,0.002382859,0.004117316,0.01262469,0.006779353,0.01763998,0.03007117,0.2507922,0.2899491],"study_design_scores_gemma":[0.1366028,0.07760143,0.1674512,0.02444057,0.002469423,0.001748988,0.008673244,0.007558315,0.01030925,0.02235323,0.5397956,0.0009959441],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006145682,0.000419139,0.005975044,0.0006208307,0.0005238204,0.9789116,0.005841605,0.00006902047,0.001493096],"genre_scores_gemma":[0.003226991,0.0001231391,0.004366885,0.0003104137,0.00004025363,0.9911678,0.0004266349,0.000005288826,0.00033256],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03388012,"threshold_uncertainty_score":0.1791773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4819609820603002,"score_gpt":0.6538708232095446,"score_spread":0.1719098411492443,"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."}}