{"id":"W7131396568","doi":"10.17605/osf.io/bjyu2","title":"Assessment for Quality Improvement (AQI) Scores Among Early Childhood Education (ECE) in Toronto","year":2025,"lang":"","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Toddler; Early childhood education; Early childhood; Socioeconomic status; Observational study; Quality (philosophy); Quality management; Child care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003361968,0.0002330265,0.0003473031,0.001545769,0.001356492,0.001282089,0.0008040913,0.0002159395,0.00331721],"category_scores_gemma":[0.01395936,0.0002768058,0.0005243931,0.003959612,0.0005303533,0.0006646962,0.00155358,0.0007533202,0.0003372531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02966485,"about_ca_system_score_gemma":0.02980763,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9209207,"about_ca_topic_score_gemma":0.9310814,"domain_scores_codex":[0.9961374,0.0005427957,0.0004682828,0.0003816671,0.00203285,0.0004370269],"domain_scores_gemma":[0.9870258,0.0009059232,0.002061226,0.0003833574,0.007411635,0.002211988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001753401,0.00007361809,0.830257,0.001161532,0.0001504632,0.0002155733,0.009795998,0.0005931754,0.0006378844,0.001515223,0.04691784,0.1085063],"study_design_scores_gemma":[0.000006310044,0.00003397062,0.9903706,0.0001707011,0.00002020489,0.00004551541,0.001367113,0.0001827332,0.0001115464,0.00004773031,0.007628309,0.00001535106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.87272,0.01225455,0.004959858,0.006097193,0.0003702292,0.0009945851,0.07005315,0.0003982111,0.03215219],"genre_scores_gemma":[0.9760855,0.00311603,0.005569825,0.0002451689,0.00002605043,0.0005385281,0.0104759,0.00004940158,0.003893621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07907927,"threshold_uncertainty_score":0.2152345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02318127804264355,"score_gpt":0.3939717836758761,"score_spread":0.3707905056332326,"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."}}