{"id":"W2960328164","doi":"10.5539/hes.v9n3p65","title":"The Implementation of the Lesson Study in Basic Teacher Education: A Research Review","year":2019,"lang":"en","type":"review","venue":"Higher Education Studies","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lesson study; Lesson plan; Mathematics education; Class (philosophy); Teacher education; Pedagogy; Psychology; Empirical research; Teaching method; Plan (archaeology); Higher education; Professional development; Political science; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004826629,0.0002128915,0.0008846318,0.000190152,0.001065903,0.00005153721,0.0007820436,0.0001032752,0.0002098795],"category_scores_gemma":[0.0003051811,0.0001223403,0.0002175166,0.001810764,0.0004700971,0.00007441402,0.0001272506,0.0005973222,0.00007813927],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001388555,"about_ca_system_score_gemma":0.01077489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003933446,"about_ca_topic_score_gemma":0.004326271,"domain_scores_codex":[0.9938524,0.003751663,0.0008110996,0.0003954908,0.0008368858,0.0003524896],"domain_scores_gemma":[0.9966764,0.001219201,0.0005576421,0.0006830675,0.0008105176,0.00005314055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[8.381937e-7,0.0006612825,0.001981145,0.006853956,0.00009336991,3.888177e-8,0.02978594,5.677578e-9,5.406003e-9,0.01008509,0.2164214,0.7341169],"study_design_scores_gemma":[0.00003619342,0.00002334642,0.001920467,0.007330208,0.0002408835,1.270491e-7,0.1822599,4.2694e-10,5.978066e-9,0.0001466135,0.8079434,0.00009881538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002175047,0.9715891,6.786029e-9,0.006568162,0.008404612,0.002696516,0.000002362467,0.00001183492,0.0105099],"genre_scores_gemma":[0.000920618,0.9415267,0.00000382105,0.0001217788,0.0009854627,0.00202601,0.000005508175,0.00002236888,0.05438774],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7340181,"threshold_uncertainty_score":0.9948331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6709889784656317,"score_gpt":0.6628557479030736,"score_spread":0.008133230562558103,"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."}}