{"id":"W7037550107","doi":"","title":"The effects of the Interactive Metronomeâ„—Ê¼ as an intervention tool on decreasing levels of aggression and improving life satisfaction with mild traumatic brain injury and post- traumatic stress disorder clients: a pilot study of protocols","year":2011,"lang":"en","type":"other","venue":"NC Digital Online Collection of Knowledge and Scholarship (The University of North Carolina at Greensboro)","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Traumatic brain injury; Aggression; Intervention (counseling); Traumatic stress; Occupational safety and health; Injury prevention; Life satisfaction","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":[0.0005498783,0.0002521765,0.000532262,0.0002606995,0.0003201306,0.00002289387,0.000345421,0.00007793243,0.00003000268],"category_scores_gemma":[0.0008183668,0.0001599062,0.00006677672,0.0003151233,0.000546644,0.000436259,0.0002718164,0.0002198646,4.998361e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006294348,"about_ca_system_score_gemma":0.0001101938,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00259725,"about_ca_topic_score_gemma":0.02544301,"domain_scores_codex":[0.997953,0.0007211281,0.0004688782,0.0003529813,0.0003631462,0.0001408423],"domain_scores_gemma":[0.9971164,0.0004986099,0.001632421,0.0003665484,0.000318221,0.00006774846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004440708,0.001761877,0.956486,0.001950199,0.0001263293,8.156595e-7,0.006521085,0.00001569388,0.004842238,0.000009722824,0.00001322485,0.02383209],"study_design_scores_gemma":[0.002243492,0.009550263,0.9826966,0.003320607,0.0001478939,0.000004535773,0.0005624513,0.0001523441,0.001146349,0.00001644625,0.00001183716,0.0001471973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994653,0.0001060182,0.00004271317,0.00001059249,0.000101433,0.004809387,0.0001452988,0.00001473133,0.0001168277],"genre_scores_gemma":[0.9990573,0.00001800146,0.000119043,0.000003007158,0.00001362133,0.00002061982,0.00000640947,0.00003599798,0.0007259951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02621057,"threshold_uncertainty_score":0.9923401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193591969122774,"score_gpt":0.2803257773515029,"score_spread":0.2583898576602751,"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."}}