{"id":"W3033091978","doi":"10.1080/17425964.2020.1777763","title":"The Role of Self-study in Times of Radical Change","year":2020,"lang":"en","type":"article","venue":"Studying Teacher Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Globe; Pandemic; Coronavirus disease 2019 (COVID-19); Pedagogy; 2019-20 coronavirus outbreak; Sociology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Mathematics education; Political science; Medicine; Virology","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":[],"consensus_categories":[],"category_scores_codex":[0.02787701,0.0007314842,0.001853161,0.002043778,0.01003991,0.03130943,0.003150689,0.01719901,0.005600734],"category_scores_gemma":[0.08045369,0.0004673082,0.0008955994,0.001423998,0.03525531,0.02018326,0.007706554,0.02740571,0.001247221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005399546,"about_ca_system_score_gemma":0.01422616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002634804,"about_ca_topic_score_gemma":0.00645378,"domain_scores_codex":[0.9697331,0.02075942,0.001562791,0.001755569,0.00454029,0.001648857],"domain_scores_gemma":[0.8324586,0.1348595,0.004310674,0.002909442,0.01053886,0.01492307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005970821,0.00003290151,0.0003074341,0.001135185,0.0000379585,0.0004821095,0.01929311,0.00004698159,0.00008619738,0.1177343,0.8194839,0.04130026],"study_design_scores_gemma":[0.0000148645,0.00003478851,0.0003746031,0.002019329,0.00001350816,0.0002343628,0.01032993,0.00006175489,0.00006203675,0.02829684,0.958525,0.00003310068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0005584476,0.08068337,0.0002379009,0.7050832,0.2044202,0.000008135863,0.00001290125,0.00002938467,0.008966354],"genre_scores_gemma":[0.06377614,0.1360197,0.001215778,0.2864403,0.4913107,0.0001047196,0.00005260799,0.0002219345,0.02085809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03130943,"threshold_uncertainty_score":0.1474295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1458293228815063,"score_gpt":0.3937039292914417,"score_spread":0.2478746064099354,"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."}}