{"id":"W6922293788","doi":"10.1080/00131881.2017.1310364?needaccess=true","title":"Developing a knowledge network for applied education research to mobilise evidence in and for educational practice","year":2017,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Interim; Christian ministry; Qualitative research; Traditional knowledge; Knowledge sharing; Body of knowledge; Higher education; Developing country","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007065829,0.0001711795,0.0002341462,0.0006984595,0.00119503,0.001470955,0.001451024,0.0001022398,0.000009391086],"category_scores_gemma":[0.007416401,0.0001759564,0.00005424444,0.0005907225,0.0001225238,0.003174122,0.0005897176,0.0002493826,0.00006769911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005532541,"about_ca_system_score_gemma":0.002278385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001279439,"about_ca_topic_score_gemma":0.002338845,"domain_scores_codex":[0.997381,0.0002715859,0.0003878208,0.0008222146,0.000669628,0.0004677814],"domain_scores_gemma":[0.9906346,0.006241207,0.000320077,0.0007334976,0.001835878,0.000234794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004164213,0.0003033659,0.9528665,0.00006460714,0.00001940544,6.528263e-7,0.001734599,0.00002158315,0.0002911887,0.02449472,0.0001772791,0.01960971],"study_design_scores_gemma":[0.0005253491,0.0001358736,0.9189582,0.0003225269,0.00001506304,0.000002125527,0.003548261,0.000001842579,0.0001758017,0.0255589,0.0505234,0.0002326237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748399,0.0001785886,0.003683052,0.01791865,0.0007109998,0.002057407,0.00001144541,0.00001144527,0.0005884849],"genre_scores_gemma":[0.9766923,0.00003799528,0.008021023,0.0006046892,0.0005095952,0.0001740166,0.00001382987,0.00001941132,0.01392718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05034612,"threshold_uncertainty_score":0.9995656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6372041365170408,"score_gpt":0.5867314509562438,"score_spread":0.05047268556079698,"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."}}