{"id":"W2557545205","doi":"10.1177/1540796916661163","title":"Values, Practice, Science, and AAC","year":2016,"lang":"en","type":"article","venue":"Research and Practice for Persons with Severe Disabilities","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Augmentative and alternative communication; Practice research; Psychology; Computer science; Epistemology; Engineering ethics; Engineering; Philosophy; Humanities","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01272131,0.0001355306,0.0001908238,0.0001941974,0.003566953,0.00005422923,0.0003255966,0.0001519489,0.0001358354],"category_scores_gemma":[0.1000517,0.00007937837,0.00001757704,0.0004372204,0.007412671,0.001482534,0.0004129316,0.000681989,0.00003368321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003468592,"about_ca_system_score_gemma":0.001357695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002915169,"about_ca_topic_score_gemma":0.0001511017,"domain_scores_codex":[0.9965619,0.001312888,0.0002362377,0.0005036832,0.0006455789,0.0007397024],"domain_scores_gemma":[0.9366413,0.05928626,0.000133199,0.000760206,0.002931148,0.0002479282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01690265,0.002173116,0.1558367,0.001569864,0.0003887465,0.000007699687,0.04600397,1.241167e-7,0.002629763,0.5810634,0.1150404,0.07838351],"study_design_scores_gemma":[0.001170667,0.00118121,0.004728371,0.0001508164,0.00002976346,0.00005980143,0.3411559,0.000007954083,0.00002589112,0.005317698,0.646016,0.0001559061],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3491063,0.001591751,0.001138993,0.3147711,0.000194586,0.004926631,0.0003963907,0.0003398161,0.3275344],"genre_scores_gemma":[0.9708664,0.00111983,0.01123241,0.0006661524,0.00008364183,0.001037933,0.000007003379,0.00002476576,0.01496181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6217601,"threshold_uncertainty_score":0.9977303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2055962420854156,"score_gpt":0.5327368607976416,"score_spread":0.327140618712226,"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."}}