{"id":"W2035232611","doi":"10.1002/rev3.3001","title":"To know is not enough: research knowledge and its use","year":2013,"lang":"en","type":"article","venue":"Review of Education","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":277,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Conceptualization; Knowledge production; Process (computing); Knowledge creation; Knowledge management; Production (economics); Educational research; Sociology; Epistemology; Computer science; Business; Social science; Marketing; Artificial intelligence; Economics; Downstream (manufacturing)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1811682,0.0008055849,0.003469444,0.02011238,0.006183752,0.04058971,0.004328388,0.01123179,0.002934815],"category_scores_gemma":[0.3157659,0.001251751,0.001360917,0.01457876,0.07162685,0.05683286,0.01646787,0.01021046,0.0008852712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01572926,"about_ca_system_score_gemma":0.02702756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006099406,"about_ca_topic_score_gemma":0.00487116,"domain_scores_codex":[0.7648656,0.1592858,0.01826524,0.01016899,0.04391769,0.003496675],"domain_scores_gemma":[0.3896576,0.5523186,0.01514974,0.02282465,0.0153736,0.004675853],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006384889,0.0001170805,0.004125824,0.006244631,0.0002349865,0.0002878677,0.03920334,0.0003982219,0.0003333853,0.5586597,0.01448257,0.3758485],"study_design_scores_gemma":[0.00004489029,0.0001519165,0.003648873,0.02776401,0.0001176388,0.0005903507,0.02993364,0.0003676857,0.0003866768,0.716256,0.2206013,0.0001370369],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01109404,0.5912146,0.01250235,0.3274707,0.002228894,0.0001058743,0.0001229715,0.00008013845,0.05518046],"genre_scores_gemma":[0.4338045,0.4796329,0.02488109,0.05210796,0.004663948,0.0005645888,0.0002120081,0.0001375732,0.003995477],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8188318,"threshold_uncertainty_score":0.9581204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3999012410373326,"score_gpt":0.5852096756919933,"score_spread":0.1853084346546607,"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."}}