{"id":"W7113617555","doi":"","title":"A PROGRESS-Driven Approach to Cognitive Outcomes after Traumatic Brain Injury: Advancing Equity, Diversity, and Inclusion through Knowledge Synthesis and Mobilization","year":2024,"lang":"","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Inclusion (mineral); Equity (law); Dominance (genetics); Mental health; Privilege (computing); Cognitive training; Health equity; International Classification of Functioning, Disability and Health","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5784154,0.003013703,0.007279816,0.03310901,0.007133239,0.03209582,0.009489809,0.008367296,0.008117073],"category_scores_gemma":[0.5738472,0.002091423,0.00524679,0.01637273,0.02760311,0.04126043,0.03893201,0.0129581,0.001300677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02372367,"about_ca_system_score_gemma":0.08936347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004314657,"about_ca_topic_score_gemma":0.006854602,"domain_scores_codex":[0.5227866,0.3908604,0.04297929,0.01340452,0.02734136,0.002627889],"domain_scores_gemma":[0.2600906,0.6127038,0.02291951,0.05352407,0.04634695,0.00441505],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004153153,0.0003664016,0.003287561,0.04545992,0.002134727,0.0001928405,0.04932621,0.002582247,0.00046676,0.3743007,0.01235191,0.5091154],"study_design_scores_gemma":[0.0003246679,0.0003092866,0.001981727,0.07917991,0.001918231,0.0001297667,0.02479846,0.002690792,0.001588926,0.8021961,0.08468799,0.0001941669],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01435021,0.1031086,0.4799868,0.3320622,0.008360738,0.01837009,0.00240156,0.0007511693,0.04060882],"genre_scores_gemma":[0.2182517,0.04099157,0.691221,0.01471504,0.002349809,0.02895967,0.001053808,0.0002905162,0.00216691],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4215846,"threshold_uncertainty_score":0.5198889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03449018485482446,"score_gpt":0.3306121045732388,"score_spread":0.2961219197184143,"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."}}