{"id":"W4416864429","doi":"10.1177/1476718x251391018","title":"Toward a hybrid model of quality for Quebec early childhood education: A structured group approach with diverse stakeholders","year":2025,"lang":"en","type":"article","venue":"Journal of Early Childhood Research","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Université du Québec à Montréal","funders":"","keywords":"Early childhood; Early childhood education; Stakeholder; Excellence; Diversity (politics); Quality (philosophy); Best practice; Center of excellence; Process (computing)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004813152,0.0002576298,0.0006052703,0.001012856,0.0008449683,0.0003655372,0.001096118,0.000174558,0.00005026236],"category_scores_gemma":[0.001028057,0.0002117142,0.0003059491,0.001304236,0.0006152345,0.0007467101,0.0001188068,0.0009748846,0.000003107372],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004739024,"about_ca_system_score_gemma":0.02214459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007553689,"about_ca_topic_score_gemma":0.00149185,"domain_scores_codex":[0.9948741,0.0007547145,0.001009259,0.0004434612,0.002164686,0.0007537832],"domain_scores_gemma":[0.9954709,0.0004312959,0.0006338767,0.0004272102,0.002564802,0.0004719221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001117437,0.006939802,0.03554456,0.0003248147,0.001545884,0.000006525205,0.6949518,0.0008154581,0.0002625736,0.1305482,0.02253516,0.1054078],"study_design_scores_gemma":[0.003476075,0.0007820291,0.8794603,0.0004470996,0.0001012302,0.00001069679,0.09079406,0.00001640061,0.0002832739,0.02254983,0.001644245,0.0004347975],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981109,0.0005136399,0.004682855,0.004123566,0.0004607529,0.001516983,0.00004471421,0.00002811759,0.007520352],"genre_scores_gemma":[0.9809741,0.000113401,0.01599904,0.0002514627,0.0004441379,0.00004997363,0.00001380149,0.00002820223,0.002125833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8439157,"threshold_uncertainty_score":0.9990551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1368771421828999,"score_gpt":0.3864822927171128,"score_spread":0.2496051505342129,"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."}}