{"id":"W4403627767","doi":"10.1016/j.ahr.2024.100207","title":"The Canadian platform for research online to investigate health, quality of life, cognition, behaviour, function, and caregiving in aging (CAN-PROTECT): Study protocol, platform description, and preliminary analyses","year":2024,"lang":"en","type":"article","venue":"Aging and Health Research","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Protocol (science); Cognition; Function (biology); Quality (philosophy); Quality of life (healthcare); Psychology; Gerontology; Computer science; Medicine; Biology; Alternative medicine; Neuroscience; Psychotherapist","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02397469,0.0001776449,0.0004264074,0.001554693,0.002586003,0.0004611484,0.0001207557,0.00007683589,0.000008679358],"category_scores_gemma":[0.001302885,0.0001360166,0.00003352044,0.001458067,0.0004822733,0.000212246,0.0002164029,0.001217012,7.700191e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005512201,"about_ca_system_score_gemma":0.004784685,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.332627,"about_ca_topic_score_gemma":0.5899675,"domain_scores_codex":[0.9953004,0.0007016616,0.0007944796,0.0006602386,0.001221159,0.001322137],"domain_scores_gemma":[0.9960271,0.001065352,0.00007221806,0.0002685586,0.001215246,0.001351575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001716632,0.0005906041,0.8631163,0.008943987,0.0001783936,0.00003418354,0.01454295,0.000001899973,0.0001761779,0.000694759,0.004232934,0.1057712],"study_design_scores_gemma":[0.002546047,0.00774541,0.9492017,0.001682716,0.00001911247,0.00001565074,0.03373574,0.0005074798,0.00004627684,0.003102185,0.001264598,0.0001331011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8821073,0.002650205,0.00008028973,0.0486983,0.00003958488,0.06623807,0.00006072372,0.00003647375,0.00008906789],"genre_scores_gemma":[0.9743939,0.0003143036,0.0001461806,0.0004848275,0.00009943906,0.02409851,0.00004453337,0.00003110667,0.0003872117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2573406,"threshold_uncertainty_score":0.9987125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5524159258436643,"score_gpt":0.5822514516799134,"score_spread":0.02983552583624915,"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."}}