{"id":"W2103025832","doi":"10.3109/07434618.2015.1030038","title":"Towards Advancing Knowledge Translation of AAC Outcomes Research for Children and Youth with Complex Communication Needs","year":2015,"lang":"en","type":"article","venue":"Augmentative and Alternative Communication","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Augmentative and alternative communication; Knowledge translation; Leverage (statistics); Medical education; Literacy; Psychology; Knowledge management; Computer science; Medicine; Pedagogy","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":[0.00317767,0.0001770256,0.0003635135,0.0002862315,0.0009554249,0.00001352295,0.0005315284,0.0001155333,0.00001230767],"category_scores_gemma":[0.0004489723,0.0001464327,0.00003266965,0.0003537599,0.001116554,0.0003076836,0.0004888283,0.000587813,0.000003188439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001937497,"about_ca_system_score_gemma":0.0001605893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001219025,"about_ca_topic_score_gemma":0.0009641195,"domain_scores_codex":[0.9964191,0.002339548,0.0005239298,0.0002315328,0.0002187566,0.0002671344],"domain_scores_gemma":[0.9947152,0.002513075,0.0004359935,0.0009039203,0.001322951,0.0001089291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009016724,0.0005738394,0.5651586,0.000136587,0.0004273068,6.136943e-8,0.2768435,0.000008779055,0.0006132724,0.06843835,0.0008961071,0.08600191],"study_design_scores_gemma":[0.007501172,0.000790635,0.7545561,0.0004549593,0.0001268174,0.000001455296,0.2139875,0.0008053014,0.0009260051,0.01916837,0.001352108,0.0003296035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592419,0.003443937,0.01895864,0.004225758,0.00003535072,0.003196371,0.0003009765,0.00009695109,0.01050012],"genre_scores_gemma":[0.9726401,0.00147101,0.0245813,0.0001219598,0.00001132599,0.0003964087,0.0006472117,0.00002220356,0.0001084581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1893975,"threshold_uncertainty_score":0.7348453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4406499628279789,"score_gpt":0.5615075118266802,"score_spread":0.1208575489987014,"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."}}