{"id":"W2258318102","doi":"","title":"Review 1: Voices from the classroom","year":2010,"lang":"en","type":"article","venue":"Thirdspace","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Sociology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007608773,0.00005898998,0.00008688059,0.000006719741,0.0003659364,0.00004776427,0.0003147819,0.00004717364,0.001067055],"category_scores_gemma":[0.0007663415,0.00003818136,0.00004283162,0.0001482982,0.0002845127,0.00007580834,0.00002231094,0.0003045388,0.0005623624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001345613,"about_ca_system_score_gemma":0.0001090395,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005919382,"about_ca_topic_score_gemma":0.02896623,"domain_scores_codex":[0.9992719,0.0001941817,0.00007364125,0.0001156158,0.0001815113,0.0001631501],"domain_scores_gemma":[0.9992419,0.0003787982,0.00005295348,0.000219256,0.00004998022,0.00005709543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001281246,0.00002822619,0.01321959,0.00001931452,0.00001918016,2.127241e-7,0.2018806,1.745144e-8,0.00007494358,0.0166361,0.7592921,0.008828402],"study_design_scores_gemma":[0.00002865673,0.000001920826,0.01158118,0.00006357318,0.00001636111,7.223223e-8,0.06747075,1.585303e-7,0.000007120773,0.0007970299,0.9199777,0.00005550089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02078616,0.03149314,0.000009677947,0.8944365,0.001163831,0.0002072231,0.000003129702,0.0001286419,0.05177164],"genre_scores_gemma":[0.9434679,0.01236626,0.0004245563,0.02888779,0.002129912,0.00003274402,0.000003395118,0.00001085732,0.01267655],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9226817,"threshold_uncertainty_score":0.9998461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1116680132566922,"score_gpt":0.4084467471269689,"score_spread":0.2967787338702768,"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."}}