{"id":"W4281786854","doi":"10.1080/02607476.2022.2082275","title":"Seeking serendipity: teacher educators as adaptive experts during COVID","year":2022,"lang":"en","type":"article","venue":"Journal of Education for Teaching International Research and Pedagogy","topic":"Education Practices and Challenges","field":"Arts and Humanities","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley; Simon Fraser University","funders":"","keywords":"Cognitive reframing; Serendipity; Scholarship; Pandemic; Pedagogy; Coronavirus disease 2019 (COVID-19); Teacher education; Higher education; Sociology; Political science; Psychology; Social psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01006634,0.0003508964,0.0004154443,0.001103792,0.02584229,0.01288751,0.001385535,0.002888128,0.001898385],"category_scores_gemma":[0.0140381,0.000505846,0.0001820061,0.0007348285,0.02770051,0.007632351,0.01620612,0.007165366,0.0002480661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01027747,"about_ca_system_score_gemma":0.01574313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0408281,"about_ca_topic_score_gemma":0.1005085,"domain_scores_codex":[0.9911916,0.00558522,0.0001487136,0.0004932362,0.0005620448,0.002019172],"domain_scores_gemma":[0.9918563,0.004454485,0.0008026274,0.0004444616,0.0007384978,0.001703603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001537737,0.00001199563,0.002506467,0.00001899344,0.000001272435,0.000496899,0.9883978,0.00002585902,0.0002122073,0.004534381,0.0004998407,0.003278916],"study_design_scores_gemma":[0.000001713537,0.00001127602,0.0007723238,0.00004664666,0.000001538922,0.0001084339,0.9868386,0.00003362265,0.00009858968,0.0008080669,0.01127112,0.000008041374],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598485,0.0006570041,0.002175303,0.01386974,0.0001830129,0.00007530617,0.00001910885,0.00002746667,0.02314464],"genre_scores_gemma":[0.9950327,0.0002154386,0.0004717776,0.001345109,0.00001722775,0.00002355594,0.000007892472,0.00001417458,0.00287223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0408281,"threshold_uncertainty_score":0.08118093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1778267959159888,"score_gpt":0.4798255981166751,"score_spread":0.3019988022006863,"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."}}