{"id":"W4220763200","doi":"10.1080/14623943.2022.2056883","title":"Reflection of novice teachers on their teaching practice","year":2022,"lang":"en","type":"article","venue":"Reflective Practice","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Montréal","funders":"","keywords":"Reflection (computer programming); Reflective practice; Psychology; Process (computing); Action (physics); Pedagogy; Professional development; Vocational education; Exploratory research; Mathematics education; Qualitative research; Action research; Computer science; Sociology","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":[0.005089771,0.0004971689,0.0004803201,0.00119505,0.00162027,0.003205995,0.001045511,0.001030366,0.002394654],"category_scores_gemma":[0.02449655,0.0002993808,0.0002983718,0.0004683406,0.002294793,0.001261917,0.002380454,0.001895866,0.0008491465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002330455,"about_ca_system_score_gemma":0.001998826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007931673,"about_ca_topic_score_gemma":0.01554356,"domain_scores_codex":[0.9945056,0.002988642,0.0002317389,0.000474523,0.001098614,0.0007008269],"domain_scores_gemma":[0.9832982,0.008136259,0.001548014,0.00157937,0.003715119,0.001723028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001866349,0.0004817084,0.05201401,0.0003337905,0.00003392232,0.002221625,0.8165154,0.0003885885,0.01531696,0.0009096039,0.002828095,0.1087696],"study_design_scores_gemma":[0.00004786023,0.00123783,0.1271239,0.000722009,0.00005067288,0.003741201,0.8022392,0.001327181,0.01080608,0.001349595,0.05117473,0.0001797363],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837499,0.0003860295,0.004217358,0.0005608438,0.00003512401,0.0001170237,0.00003690251,0.00006787708,0.01082879],"genre_scores_gemma":[0.9876384,0.0004264264,0.002429307,0.0002898086,0.00001232143,0.00004139376,0.00008017458,0.00003866518,0.009043565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007931673,"threshold_uncertainty_score":0.02691764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04627586739630299,"score_gpt":0.4559793387866981,"score_spread":0.4097034713903951,"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."}}