{"id":"W6902942671","doi":"10.7939/r3-azsa-sj77","title":"Sustained change in postsecondary education","year":2022,"lang":"en","type":"article","venue":"Library and Archives Canada (Government of Canada)","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Postsecondary education; Higher education; Government (linguistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004132282,0.0001573861,0.0003507461,0.001677544,0.006785477,0.005235496,0.002181402,0.002578358,0.0108644],"category_scores_gemma":[0.01266577,0.000151513,0.0003742438,0.00300623,0.002548672,0.002375965,0.004174429,0.002968806,0.0006015168],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05711468,"about_ca_system_score_gemma":0.1602042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8406816,"about_ca_topic_score_gemma":0.9162278,"domain_scores_codex":[0.9953643,0.0004484616,0.0001307261,0.0003152317,0.0009387138,0.002802481],"domain_scores_gemma":[0.9850599,0.001008769,0.0009619385,0.0004246705,0.005558141,0.006986635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005121757,0.001752116,0.4007258,0.0003907759,0.00009323516,0.0005833459,0.03631591,0.001464534,0.001016894,0.1013414,0.07890668,0.3768971],"study_design_scores_gemma":[0.00006084324,0.000221523,0.8097311,0.0003674398,0.0000402035,0.0001122105,0.06859376,0.0009903425,0.0006556704,0.01248503,0.1067013,0.00004071458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.844603,0.002513751,0.0004436685,0.09607541,0.00100328,0.0001159238,0.001704321,0.00008346594,0.05345716],"genre_scores_gemma":[0.9861666,0.0003852024,0.0001657283,0.002027444,0.00006619665,0.00002540603,0.0002459225,0.000008855156,0.01090865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9428853,"threshold_uncertainty_score":0.4143979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005496787673131871,"score_gpt":0.1976851990950693,"score_spread":0.1921884114219375,"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."}}