{"id":"W4399666234","doi":"10.2196/57692","title":"Efficacy and Implementation Planning Across the Veterans Affairs Polytrauma System of Care: Protocol for the REACH Intervention for Caregivers of Veterans and Service Members With Traumatic Brain Injury","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polytrauma; Intervention (counseling); Veterans Affairs; Protocol (science); Medicine; Service member; Nursing; Service (business); Medical emergency; Alternative medicine; Military personnel; Emergency medicine; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.03720508,0.003739443,0.004075968,0.002775633,0.006637034,0.002738967,0.003337649,0.004615869,0.04577312],"category_scores_gemma":[0.0296387,0.002984182,0.004404295,0.002156111,0.002555047,0.002688154,0.00328967,0.008016672,0.006732851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008867381,"about_ca_system_score_gemma":0.03604089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006546883,"about_ca_topic_score_gemma":0.01273551,"domain_scores_codex":[0.9767983,0.01389602,0.003337207,0.001642534,0.001681544,0.002644399],"domain_scores_gemma":[0.9823722,0.004665295,0.002372125,0.002037354,0.005936899,0.002616073],"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":[0.2363887,0.1542409,0.009926512,0.03864788,0.001504023,0.001460162,0.01897484,0.009881788,0.005555108,0.01122341,0.1223001,0.3898965],"study_design_scores_gemma":[0.5598339,0.1028174,0.04680382,0.01586254,0.00137056,0.0003167316,0.01031793,0.007281589,0.008277263,0.01153949,0.2347865,0.0007922295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002633525,0.00004370507,0.0007817283,0.0001329496,0.00005976892,0.994936,0.0006525349,0.00003815316,0.0007215919],"genre_scores_gemma":[0.0009451553,0.00002708143,0.00140631,0.00003509624,0.000005115292,0.9973725,0.00007548201,0.000001577385,0.0001316952],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04577312,"threshold_uncertainty_score":0.1967617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2424243506768724,"score_gpt":0.5875836161166674,"score_spread":0.345159265439795,"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."}}