{"id":"W2971197223","doi":"10.1136/bmjopen-2019-029854","title":"U-Flourish university students well-being and academic success longitudinal study: a study protocol","year":2019,"lang":"en","type":"article","venue":"BMJ Open","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Public Health Ontario; University of Toronto; Queen's University","funders":"Canadian Institutes of Health Research; Queen's University; University of Oxford","keywords":"Mental health; Medicine; Intervention (counseling); Population; Gerontology; Longitudinal study; Medical education; Family medicine; Nursing; Environmental health; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0352041,0.003129857,0.004567839,0.003492887,0.008881432,0.005136674,0.00542204,0.004233784,0.0448737],"category_scores_gemma":[0.01703214,0.004050015,0.002705391,0.003715125,0.002867606,0.004085114,0.003988285,0.005939425,0.01479624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01066467,"about_ca_system_score_gemma":0.05386321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03406841,"about_ca_topic_score_gemma":0.078288,"domain_scores_codex":[0.9881909,0.005559257,0.001604866,0.001725942,0.001424132,0.001494999],"domain_scores_gemma":[0.9845167,0.002081807,0.001623193,0.002010759,0.006443785,0.003323838],"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":[0.0878133,0.05527646,0.06690213,0.04034785,0.001370769,0.003184818,0.02603785,0.005730192,0.005275926,0.02973035,0.4427169,0.2356135],"study_design_scores_gemma":[0.09524706,0.02747918,0.2116073,0.02803498,0.0008082656,0.0008950994,0.02075052,0.005698249,0.002812635,0.01553231,0.5901655,0.0009689267],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004683628,0.0002281371,0.00188354,0.0003145072,0.0001296139,0.9862915,0.005005849,0.000089007,0.001374361],"genre_scores_gemma":[0.002699031,0.0001418949,0.002274633,0.0002356291,0.00003044942,0.9931419,0.0009804674,0.000006224801,0.0004897161],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0448737,"threshold_uncertainty_score":0.1861793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.158211402520839,"score_gpt":0.5658591866000262,"score_spread":0.4076477840791872,"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."}}