{"id":"W4405811660","doi":"10.1044/2024_ajslp-24-00112","title":"Practical Strategies to Optimize Cognitive-Communication Intervention in Complex Real-World Conditions: A Life Integration Approach","year":2024,"lang":"en","type":"article","venue":"American Journal of Speech-Language Pathology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Referral; Cognition; Intervention (counseling); Set (abstract data type); Compromise; Psychology; Service (business); Quality of life (healthcare); Resource (disambiguation); Quality (philosophy); Medical education; Medicine; Applied psychology; Nursing; Computer science; Psychotherapist; Business; Psychiatry; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02177835,0.00210026,0.0009330942,0.00378185,0.007019466,0.008562612,0.004869709,0.006218433,0.009446399],"category_scores_gemma":[0.03523859,0.0006326386,0.001547402,0.001101079,0.007898962,0.009699835,0.01983534,0.01076685,0.002430277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00766169,"about_ca_system_score_gemma":0.04464706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003993467,"about_ca_topic_score_gemma":0.008929972,"domain_scores_codex":[0.9847824,0.01067417,0.0006656786,0.0008704629,0.001643707,0.00136365],"domain_scores_gemma":[0.9839445,0.006866317,0.001127068,0.000801891,0.00171301,0.005547179],"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":[0.0001954067,0.004716476,0.0104567,0.003948144,0.0002032378,0.001965066,0.05758914,0.005855409,0.001876063,0.1075524,0.07568567,0.7299563],"study_design_scores_gemma":[0.0005680536,0.001975968,0.0146727,0.01525917,0.0003178145,0.003961096,0.1765814,0.01240096,0.003894656,0.3737974,0.3961871,0.0003836438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.04226406,0.01917752,0.3253659,0.4820786,0.003385128,0.004406328,0.0001825865,0.002200434,0.1209395],"genre_scores_gemma":[0.3578286,0.01752625,0.5665293,0.03786679,0.0009257636,0.007782497,0.0002449969,0.0002367094,0.01105905],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02177835,"threshold_uncertainty_score":0.1151764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09551474444093573,"score_gpt":0.457894199541762,"score_spread":0.3623794551008263,"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."}}