{"id":"W4396655697","doi":"10.1080/02699052.2024.2347548","title":"Implementation of the strengths model of case management for people with a traumatic brain injury: a qualitative pre-implementation study","year":2024,"lang":"en","type":"article","venue":"Brain Injury","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre for Interdisciplinary Research in Rehabilitation","funders":"Canadian Institutes of Health Research","keywords":"Traumatic brain injury; Community integration; Intervention (counseling); Acquired brain injury; Cognition; Psychology; Mental health; Population; Physical medicine and rehabilitation; Medicine; Clinical psychology; Psychiatry; Rehabilitation; Physical therapy; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005487758,0.0002401577,0.0004126349,0.0003835563,0.0005736563,0.00002508118,0.00031482,0.00006035475,0.000312562],"category_scores_gemma":[0.0003494411,0.0001758595,0.00009733936,0.001187556,0.0001002008,0.0003757506,0.0001619055,0.0002345734,0.000007320287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003096916,"about_ca_system_score_gemma":0.001065532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00313272,"about_ca_topic_score_gemma":0.01944377,"domain_scores_codex":[0.9945151,0.001899587,0.001763374,0.0004734888,0.0007488255,0.0005996325],"domain_scores_gemma":[0.9940561,0.004212317,0.0007971819,0.0005222919,0.0002904066,0.0001216987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000263409,0.0001639016,0.003623107,0.003704067,0.0002481942,0.000003292751,0.9070379,0.00007462528,0.0005555955,0.01688382,0.04482941,0.02261274],"study_design_scores_gemma":[0.003030899,0.001644243,0.009676716,0.0003420345,0.0001989978,0.000004298613,0.9765521,0.003592011,0.0006010442,0.002654152,0.001445146,0.0002584134],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598008,0.000007444331,0.01581107,0.01007898,0.0002173885,0.01124267,0.002607275,0.0000648829,0.0001694737],"genre_scores_gemma":[0.9887589,0.000003004792,0.004036687,0.002433752,0.00004924953,0.004130079,0.0000370098,0.00004501408,0.0005062753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06951421,"threshold_uncertainty_score":0.9984488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3407361798257779,"score_gpt":0.671426550166836,"score_spread":0.330690370341058,"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."}}