{"id":"W2922707278","doi":"10.16922/wje.21.1.6","title":"The Collaborative Institute for Education Research, Evidence and Impact: a Case Study in Developing Regional Research Capacity in Wales","year":2019,"lang":"en","type":"article","venue":"Cylchgrawn Addysg Cymru / Wales Journal of Education","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Capacity building; Work (physics); Relevance (law); Political science; Pedagogy; Sociology; Medical education; Medicine; Engineering","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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03923885,0.0001517542,0.0003119345,0.001841472,0.0008981156,0.0005937847,0.0006413049,0.00008501214,0.00003866875],"category_scores_gemma":[0.01196186,0.00009759184,0.00006275895,0.00326913,0.0003757682,0.002066573,0.0001267956,0.0006966792,0.00001658961],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001201671,"about_ca_system_score_gemma":0.01688356,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001034224,"about_ca_topic_score_gemma":0.01843139,"domain_scores_codex":[0.9936403,0.00204104,0.001238642,0.000393279,0.002279466,0.0004072477],"domain_scores_gemma":[0.9838721,0.007138554,0.0005957609,0.0004392528,0.00779579,0.0001585105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008030155,0.002079955,0.7250037,0.00007298738,0.00005182081,0.00002306818,0.09526213,0.0005480296,0.000527707,0.01254859,0.02310359,0.1399754],"study_design_scores_gemma":[0.001312591,0.001656513,0.5379503,0.00114586,0.00001207944,0.0006125358,0.4004658,0.0008472793,0.0001379019,0.03202514,0.02358899,0.0002449917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856192,0.00234564,0.0000414567,0.008993901,0.0009424248,0.001835138,0.000003867417,0.000002441739,0.0002158802],"genre_scores_gemma":[0.9967797,0.0006092406,0.001454579,0.00008296466,0.0002317536,0.0001946239,0.000003469436,0.00000959095,0.0006341223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3052037,"threshold_uncertainty_score":0.9994797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6896387064002589,"score_gpt":0.6605205650327058,"score_spread":0.02911814136755309,"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."}}