{"id":"W4400893115","doi":"10.3102/ip.24.2099541","title":"How Has Lesson Study Research Improved Instruction? A Literature Review on Lesson Study in Mathematics (Poster 27)","year":2024,"lang":"en","type":"review","venue":"","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lesson study; Mathematics education; Computer science; Pedagogy; Psychology; Professional development","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":[0.01059563,0.0007157517,0.003306502,0.008216922,0.0005666008,0.003655313,0.001176542,0.002901847,0.00624734],"category_scores_gemma":[0.03941491,0.0008994674,0.002086456,0.007063508,0.001575423,0.003464604,0.00213571,0.00260847,0.0007589575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003044182,"about_ca_system_score_gemma":0.0108613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006935997,"about_ca_topic_score_gemma":0.02296378,"domain_scores_codex":[0.9950475,0.001716123,0.001437009,0.0005500041,0.001074926,0.0001744518],"domain_scores_gemma":[0.9461266,0.04595847,0.003599701,0.00048713,0.003288887,0.0005392805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001918194,0.0001180185,0.0008696797,0.3591131,0.001171017,0.00007887988,0.00054108,0.00008658229,0.0002891769,0.001435611,0.009236924,0.626868],"study_design_scores_gemma":[0.0002160256,0.0003527689,0.008727256,0.7690694,0.00750925,0.0005064873,0.001081536,0.00006995621,0.0004839815,0.001618128,0.2103073,0.00005786336],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001639116,0.9989375,0.00003812114,0.0005213351,0.0001221067,0.00001318008,0.00002422152,0.000002094344,0.0001773541],"genre_scores_gemma":[0.00216915,0.9968188,0.0002083894,0.0005805371,0.0001089633,0.00002629928,0.0000257002,0.000002394221,0.00005975755],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01059563,"threshold_uncertainty_score":0.05603576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3452311495188675,"score_gpt":0.5452601857271371,"score_spread":0.2000290362082696,"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."}}