{"id":"W3087037635","doi":"10.1177/2332858420957612","title":"The Convergence of Emotionally Supportive Learning Environments and College and Career Ready Mathematical Engagement in Upper Elementary Classrooms","year":2020,"lang":"en","type":"article","venue":"AERA Open","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"Overdeck Family Foundation; Charles and Lynn Schusterman Family Foundation","keywords":"Convergence (economics); Mathematics education; Psychology; Work (physics); Pedagogy; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006480821,0.00005862283,0.0001073604,0.000009084662,0.0002971564,0.00004098709,0.0001969689,0.00002104905,0.0009103367],"category_scores_gemma":[0.00009494601,0.00004483764,0.0000117331,0.00004234871,0.0002022241,0.0001336472,0.0002602715,0.00009253067,0.00001175348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004066889,"about_ca_system_score_gemma":0.00004026984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002130609,"about_ca_topic_score_gemma":0.0001344943,"domain_scores_codex":[0.9990619,0.0001759976,0.0001893609,0.000148373,0.0002972539,0.0001271139],"domain_scores_gemma":[0.9995934,0.0002166562,0.00006463745,0.00004959055,0.00000595856,0.00006978888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002105138,0.00008962337,0.8902963,0.000009803478,0.00004939235,0.000002529784,0.03058619,0.00001346447,0.00006089304,0.07672586,0.0007079217,0.001436922],"study_design_scores_gemma":[0.0003980609,0.00007071724,0.8446476,0.00001284119,0.00001359738,2.819832e-7,0.06581175,0.00006387947,0.00001589966,0.001234411,0.08764397,0.00008698894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727488,0.00009996219,0.00003091759,0.01689054,0.00004145857,0.0006235891,0.00001837029,0.000002662077,0.009543677],"genre_scores_gemma":[0.9956348,0.0005131397,0.0002839568,0.0006095632,0.00001690578,0.00002662083,0.000006640944,0.000004167708,0.002904219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08693605,"threshold_uncertainty_score":0.9967549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05643214614032184,"score_gpt":0.3371662068617295,"score_spread":0.2807340607214077,"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."}}