{"id":"W2116868899","doi":"10.7202/1027321ar","title":"Translating research findings into educational policy and practice: the virtues and vices of a metaphor","year":2014,"lang":"en","type":"article","venue":"Nouveaux cahiers de la recherche en éducation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Analogy; Parallels; Metaphor; Variety (cybernetics); Meaning (existential); Epistemology; Relation (database); Sociology; Task (project management); Psychology; Linguistics; Computer science; Management; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1053692,0.00009397235,0.0001485661,0.0003892271,0.0003681789,0.0002701104,0.0003181123,0.0002830581,0.00009233589],"category_scores_gemma":[0.1256455,0.00006375097,0.00003277488,0.001020422,0.0005193036,0.0005465876,0.00004174416,0.0008096837,0.00001592958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005500514,"about_ca_system_score_gemma":0.001843047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000314342,"about_ca_topic_score_gemma":0.0001286035,"domain_scores_codex":[0.9850222,0.01297703,0.0004205881,0.0003014655,0.001088075,0.0001906257],"domain_scores_gemma":[0.8906357,0.107889,0.000223752,0.0003554873,0.000789702,0.0001063593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008006164,0.0001269768,0.004926722,0.00004744542,0.00004500542,6.983289e-8,0.5364739,0.00004879144,0.01567114,0.192771,0.001132871,0.248676],"study_design_scores_gemma":[0.0005958388,0.0002159656,0.08826146,0.00006280858,0.00006318425,0.00004022727,0.184187,0.008296068,0.003286288,0.6368399,0.07792027,0.0002310305],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.824509,0.0004684801,0.003000528,0.1044712,0.0001087186,0.0003071149,0.000001892084,0.00001150819,0.06712156],"genre_scores_gemma":[0.9638867,0.0003244911,0.03379777,0.0006688129,0.0001742342,0.00005338757,0.000003522465,0.000008876421,0.001082226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4440688,"threshold_uncertainty_score":0.9212106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4350293663694501,"score_gpt":0.626329396386352,"score_spread":0.1913000300169019,"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."}}