{"id":"W2331822834","doi":"10.1177/0022466915613592","title":"A Socio-Cultural Analysis of Practitioner Perspectives on Implementation of Evidence-Based Practice in Special Education","year":2015,"lang":"en","type":"article","venue":"The Journal of Special Education","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Construct (python library); Variety (cybernetics); Evidence-based practice; Psychology; Special education; Work (physics); Pedagogy; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009139868,0.00009735586,0.0002995843,0.00107272,0.0000757263,0.00007635426,0.0003417957,0.00004410958,0.002072741],"category_scores_gemma":[0.005416005,0.00005676837,0.0001554236,0.002032364,0.0001007623,0.001997725,0.00001634178,0.0001881776,0.00001972489],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005771798,"about_ca_system_score_gemma":0.005775793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003230159,"about_ca_topic_score_gemma":0.0003597415,"domain_scores_codex":[0.9955588,0.0009545353,0.001160993,0.0001323994,0.002096116,0.00009715091],"domain_scores_gemma":[0.9903693,0.001478796,0.002824365,0.0002467195,0.005009254,0.00007153316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0034118,0.004441611,0.05069632,0.000016007,0.0005123984,5.903391e-7,0.4744376,0.02446247,0.001528217,0.01728661,0.09021079,0.3329956],"study_design_scores_gemma":[0.0005741732,0.0005303969,0.224875,0.00007572881,0.00055102,0.00000544078,0.7607352,0.0002509902,0.001025932,0.002953464,0.008332745,0.00008995616],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696335,0.0002680788,0.0002343961,0.02140424,0.001622283,0.0002781386,0.000004934954,0.000001684048,0.006552785],"genre_scores_gemma":[0.9951358,0.0002431819,0.0009408656,0.000317473,0.00317926,0.000005954935,0.000008971856,0.000004113229,0.0001643783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3329057,"threshold_uncertainty_score":0.9998605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3102764335004414,"score_gpt":0.5900387415306811,"score_spread":0.2797623080302398,"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."}}