{"id":"W2617623982","doi":"","title":"Education that Matters","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Media studies; Library science; Public education; Ivory tower; Sociology; Management; Political science; Law; Public administration","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006799602,0.0004263379,0.00101434,0.001439925,0.01189336,0.01100233,0.001893735,0.01021613,0.07523553],"category_scores_gemma":[0.03823158,0.0002633324,0.0005253397,0.002058502,0.01072024,0.00896874,0.005016224,0.01406647,0.009634221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02014837,"about_ca_system_score_gemma":0.05173071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1938959,"about_ca_topic_score_gemma":0.2882472,"domain_scores_codex":[0.9897646,0.001875053,0.0002979972,0.0009458094,0.002515226,0.004601316],"domain_scores_gemma":[0.9693486,0.005066162,0.001044658,0.0008659365,0.005644069,0.01803066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001515253,0.00003260587,0.001183714,0.00009261772,0.00001066557,0.00009065213,0.001392382,0.0000179642,0.00002019307,0.0638906,0.8960149,0.03723855],"study_design_scores_gemma":[0.00001409874,0.00001374114,0.002366291,0.0007392153,0.00001086639,0.0001397588,0.004678215,0.00001453223,0.00003404235,0.01566018,0.9763131,0.00001604722],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009647664,0.005845321,0.00009642816,0.9265363,0.009632641,0.000009152269,0.0001282107,0.00003293191,0.05675421],"genre_scores_gemma":[0.0685702,0.006494402,0.0001643062,0.8403681,0.007077499,0.00002350808,0.0001847719,0.00009672778,0.07702047],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1938959,"threshold_uncertainty_score":0.3855346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1883162254377349,"score_gpt":0.3793274228541503,"score_spread":0.1910111974164154,"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."}}