{"id":"W4281251459","doi":"10.5430/jct.v11n4p257","title":"Reflective Class Observation of Korean Language Teachers","year":2022,"lang":"en","type":"article","venue":"Journal of Curriculum and Teaching","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Reflection (computer programming); Mathematics education; Point (geometry); Process (computing); Quality (philosophy); Psychology; Computer science; Pedagogy; Mathematics; Artificial intelligence; Epistemology","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":[0.001526884,0.0003936013,0.0003383337,0.0007498157,0.001237717,0.0009463053,0.0007419961,0.0005390237,0.002957166],"category_scores_gemma":[0.005418503,0.0003062054,0.0003397195,0.0003845631,0.00086994,0.0009404239,0.001230103,0.0007574434,0.0006360021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007845673,"about_ca_system_score_gemma":0.0007840781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002030406,"about_ca_topic_score_gemma":0.004787334,"domain_scores_codex":[0.9985061,0.0006243829,0.00007884765,0.0003515096,0.0002341208,0.0002050873],"domain_scores_gemma":[0.9963512,0.001199796,0.0007713796,0.0005088456,0.0007563484,0.000412459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0009179181,0.00163663,0.1199882,0.0007407019,0.0001212654,0.003872517,0.585212,0.0006242435,0.1279727,0.001359438,0.00772099,0.1498333],"study_design_scores_gemma":[0.0001921627,0.002326465,0.4491781,0.0004273602,0.0002194578,0.003807765,0.3872281,0.003843226,0.05632098,0.001536743,0.09458875,0.0003309057],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829602,0.0002536172,0.007694426,0.0002328408,0.00003510806,0.0002086884,0.0002139458,0.0001464092,0.008254683],"genre_scores_gemma":[0.9889395,0.000219675,0.003799428,0.00006503825,0.00001672576,0.0001244049,0.0001460706,0.00004927093,0.006639924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002957166,"threshold_uncertainty_score":0.009892702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975134759160152,"score_gpt":0.351579914524364,"score_spread":0.3218285669327625,"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."}}