{"id":"W2091300180","doi":"10.1080/0266736032000109483","title":"The Research and Development in Organisations Approach and the Evaluation of a Mainstream Behaviour Support Initiative","year":2003,"lang":"en","type":"article","venue":"Educational Psychology in Practice","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mainstream; Formative assessment; Context (archaeology); Psychology; Knight; Work (physics); Pedagogy; Educational research; Process (computing); Medical education; Mathematics education; Political science; Engineering; Medicine","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":[0.01285459,0.0001074511,0.0001351667,0.00018888,0.0002713183,0.00003080135,0.0001869152,0.0001160578,0.0005694424],"category_scores_gemma":[0.002705364,0.00007062832,0.00001185578,0.0005594778,0.0008110934,0.0001468524,0.00002930731,0.0005530428,0.00003856936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103369,"about_ca_system_score_gemma":0.0007158492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007780195,"about_ca_topic_score_gemma":0.00006642184,"domain_scores_codex":[0.9948518,0.003541858,0.0004773731,0.0003888005,0.0004787565,0.0002613759],"domain_scores_gemma":[0.9924148,0.00651927,0.0001997489,0.0002698268,0.0005465652,0.00004979955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003793473,0.003861204,0.2936893,0.000004623388,0.0001016212,0.000001231865,0.03332802,0.000003047884,0.000007676748,0.6578037,0.005051454,0.005768831],"study_design_scores_gemma":[0.002151059,0.00007018513,0.8973078,0.000005991275,0.00002067536,0.0001087157,0.02984789,0.000002267228,0.000002792904,0.06075961,0.009649201,0.00007381163],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7200193,0.0008361986,0.00002929845,0.034687,0.0005843276,0.0009044096,0.000004258144,0.000003485291,0.2429316],"genre_scores_gemma":[0.9946002,0.0001063349,0.002548798,0.000975643,0.00004365085,0.001095298,0.00002929861,0.000008316931,0.0005924637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6036185,"threshold_uncertainty_score":0.6234995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3412524689990996,"score_gpt":0.5624825872926721,"score_spread":0.2212301182935725,"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."}}