{"id":"W3208452625","doi":"10.2196/31995","title":"A Web-Based Service Delivery Model for Communication Training After Brain Injury: Protocol for a Mixed Methods, Prospective, Hybrid Type 2 Implementation-Effectiveness Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Service delivery framework; Acquired brain injury; Qualitative property; Psychological intervention; Process management; Service (business); Medicine; Nursing; Rehabilitation; Engineering","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":[0.09232752,0.005140613,0.006150846,0.005092778,0.005721999,0.005639098,0.00486455,0.006902351,0.06252062],"category_scores_gemma":[0.06654701,0.004436454,0.006504679,0.004729698,0.0036984,0.005513419,0.003769018,0.008195069,0.01172432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01198717,"about_ca_system_score_gemma":0.0341926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005737157,"about_ca_topic_score_gemma":0.007369777,"domain_scores_codex":[0.9378467,0.04218058,0.008348024,0.003080756,0.004594868,0.003949074],"domain_scores_gemma":[0.9556838,0.01686019,0.006137035,0.005927436,0.01234914,0.00304245],"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":[0.2685177,0.1334838,0.01012883,0.09543154,0.003489186,0.002226098,0.01896851,0.01613162,0.00517929,0.03148703,0.06677703,0.3481794],"study_design_scores_gemma":[0.442277,0.1586929,0.02973163,0.0472469,0.00280187,0.0004640336,0.01499639,0.01298461,0.0088788,0.02134139,0.2594098,0.00117454],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00112412,0.00004262134,0.001189735,0.00005502424,0.00004722812,0.9968851,0.0003650665,0.00002112027,0.0002699026],"genre_scores_gemma":[0.0004754273,0.00002493888,0.001121123,0.00002561369,0.000004689163,0.9982597,0.00003494512,0.00000148699,0.00005194097],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09232752,"threshold_uncertainty_score":0.4882804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4762995808399084,"score_gpt":0.6497140801509115,"score_spread":0.1734144993110031,"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."}}