{"id":"W3086092598","doi":"10.26522/brocked.v29i2.837","title":"COVID19 & The Ongoing Problem of Educational Efficiency","year":2020,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Critical and Liberation Pedagogy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Pace; Coronavirus disease 2019 (COVID-19); Field (mathematics); Gaze; Period (music); Sociology; State (computer science); Psychology; Aesthetics; Medicine; Psychoanalysis; Geography; Computer science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01504928,0.0004503961,0.0006284087,0.001766054,0.01135401,0.02126995,0.001564441,0.004624261,0.006751222],"category_scores_gemma":[0.0236202,0.000311007,0.000436726,0.001584068,0.06079929,0.01403156,0.01062529,0.00916223,0.001168008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01147045,"about_ca_system_score_gemma":0.01198283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007592011,"about_ca_topic_score_gemma":0.00589368,"domain_scores_codex":[0.9773297,0.01462176,0.0006345837,0.001806266,0.003842319,0.001765416],"domain_scores_gemma":[0.9890733,0.00719258,0.0009092581,0.0009347337,0.001279625,0.0006104266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002623037,0.000003175782,0.00007298297,0.00001381664,0.00000118217,0.00001443664,0.002822877,0.00003376258,0.00001315681,0.9897167,0.003558606,0.00374673],"study_design_scores_gemma":[0.000009867291,0.00001224402,0.0003610006,0.0002408751,0.000003235938,0.00007581133,0.008563896,0.0002118496,0.0001556315,0.7550974,0.2352533,0.0000150084],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01818021,0.009927685,0.01629496,0.252443,0.001232911,0.00003996731,0.00004714683,0.00007277216,0.7017614],"genre_scores_gemma":[0.9003188,0.005173762,0.006443587,0.02713382,0.0009874698,0.0002121314,0.0000457426,0.000179164,0.05950543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02126995,"threshold_uncertainty_score":0.08322436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04337888620742647,"score_gpt":0.3697419603434227,"score_spread":0.3263630741359962,"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."}}