{"id":"W7124894133","doi":"10.2196/preprints.83865","title":"A Virtual Living Lab Platform Codeveloped for Mental Health in Youth-Onset Type 2 Diabetes (BrightSpark Care Lab): Protocol for a Mixed Methods Study (Preprint)","year":2025,"lang":"","type":"article","venue":"","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Mental health; Protocol (science); Qualitative research; Multimethodology; Health care; Research design; Focus group","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0470334,0.002666486,0.003033148,0.002683192,0.005795637,0.004185111,0.004154178,0.003971813,0.08712618],"category_scores_gemma":[0.03992613,0.003507846,0.003317729,0.002591582,0.002484543,0.003297739,0.003776739,0.006081101,0.01558175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005738022,"about_ca_system_score_gemma":0.02853082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007148618,"about_ca_topic_score_gemma":0.01349378,"domain_scores_codex":[0.9759474,0.01663388,0.002705488,0.00176722,0.001568058,0.001377876],"domain_scores_gemma":[0.974879,0.009271502,0.002132234,0.003890802,0.007025326,0.002801211],"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":[0.06848947,0.03327921,0.009322804,0.08659592,0.0009402058,0.003069727,0.04249437,0.008367402,0.009727332,0.04076937,0.2576611,0.4392831],"study_design_scores_gemma":[0.1150091,0.02475251,0.02722527,0.0437938,0.0007112371,0.0006640045,0.02807648,0.005033511,0.008113126,0.02079703,0.7249923,0.0008316775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001583331,0.0001027454,0.003148469,0.0001572924,0.0001194768,0.9926202,0.001387996,0.0000617197,0.0008186922],"genre_scores_gemma":[0.0004616675,0.00004388878,0.002988944,0.00005931049,0.000008523692,0.9961487,0.00009468194,0.000003838548,0.0001904161],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08712618,"threshold_uncertainty_score":0.2914661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06036870055255814,"score_gpt":0.4422641327965127,"score_spread":0.3818954322439545,"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."}}