{"id":"W7070580457","doi":"","title":"Protocol for the Brain Health Support Program Study of the Canadian Therapeutic Platform Trial for Multidomain Interventions to Prevent Dementia (CAN-THUMBS UP): A Prospective 12-Month Intervention Study.","year":2023,"lang":"en","type":"other","venue":"","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Dementia; Intervention (counseling); Protocol (science); Psychological intervention; Randomized controlled trial; Clinical trial","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001800991,0.0003656045,0.0004135973,0.0001704073,0.0003421706,0.00008178406,0.0007184732,0.0001920408,0.0001156938],"category_scores_gemma":[0.0002785826,0.0002215474,0.0005912911,0.0001665693,0.00006261715,0.000003980725,0.0002384618,0.0002057335,0.000002676724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001702917,"about_ca_system_score_gemma":0.0005045623,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03531533,"about_ca_topic_score_gemma":0.9377767,"domain_scores_codex":[0.9976311,0.0002065352,0.0009536456,0.0004552891,0.0002970927,0.00045639],"domain_scores_gemma":[0.9980382,0.00006501281,0.0008509404,0.0008147032,0.0001117258,0.0001194429],"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":[0.01880035,0.03335129,0.0101908,0.006717179,0.0164876,0.000001345779,0.0189644,0.0002816995,0.00002908309,0.001074151,0.6769872,0.2171149],"study_design_scores_gemma":[0.1299925,0.12892,0.00669336,0.001035026,0.0009218326,0.000004486038,0.01408231,0.0008657714,0.0001615114,0.0002146084,0.715997,0.001111527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0007704544,0.00001586956,0.002527764,0.0009417032,0.0007380318,0.9918169,0.0003727216,0.0001280937,0.002688474],"genre_scores_gemma":[0.03343534,7.290725e-7,0.0007576635,0.0001898231,0.0002105482,0.8204429,0.0001418913,0.0004227387,0.1443984],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9024613,"threshold_uncertainty_score":0.9711086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04954446221272044,"score_gpt":0.4144543329662294,"score_spread":0.364909870753509,"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."}}