{"id":"W4407825363","doi":"10.26443/mje/rsem.v58i3.10213","title":"Teachers' noticing of the social development of students with special needs","year":2024,"lang":"en","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"Psychology of Development and Education","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Special needs; Mathematics education; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002129214,0.0001421074,0.0002207899,0.0006086733,0.0007381798,0.00003816406,0.0006943647,0.00009667491,0.000316479],"category_scores_gemma":[0.000147023,0.0001068232,0.000100783,0.001273983,0.0005218003,0.0002819971,0.0000350661,0.000242638,0.00001421405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000810442,"about_ca_system_score_gemma":0.001473382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002709736,"about_ca_topic_score_gemma":0.00004162731,"domain_scores_codex":[0.9981456,0.000226303,0.000738239,0.0001943382,0.0004209172,0.0002746324],"domain_scores_gemma":[0.9985439,0.0001373441,0.0006889204,0.0001493752,0.0003911329,0.00008929676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002398528,0.002721129,0.1012778,0.0003510302,0.0005359706,0.000003589663,0.7019095,0.0001410225,0.003622004,0.02814332,0.02891947,0.1321353],"study_design_scores_gemma":[0.0005294995,0.0003167777,0.7911528,0.00103925,0.0001975202,0.0006326832,0.1296642,0.00001252747,0.005060423,0.003426028,0.06763815,0.0003302336],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700521,0.0001725373,0.0002241059,0.001513938,0.006366304,0.0001452256,0.000004453044,0.000009359771,0.021512],"genre_scores_gemma":[0.9869664,0.00001181778,0.009709917,0.0002360065,0.0006287955,0.00001437922,0.00000194515,0.00001423875,0.002416492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.689875,"threshold_uncertainty_score":0.5677556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3065234221993333,"score_gpt":0.4699263854330009,"score_spread":0.1634029632336676,"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."}}