{"id":"W4285589588","doi":"10.1080/10901027.2022.2099324","title":"A qualitative examination of early childhood educators’ participation in professional learning: investigating social constructionist understandings of quality","year":2022,"lang":"en","type":"article","venue":"Journal of Early Childhood Teacher Education","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capilano University; Western University","funders":"","keywords":"Facilitator; Pedagogy; Early childhood education; Psychology; Construct (python library); Professional learning community; Professional development; Scholarship; Early childhood; Social constructionism; Strict constructionism; Qualitative research; Focus group; Teacher education; Quality (philosophy); Sociology; Social psychology; Social science; Developmental psychology; Epistemology","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":[0.006398335,0.0001771167,0.0004366871,0.0006739147,0.0008704254,0.00006851326,0.0003015008,0.0001255869,0.0002506486],"category_scores_gemma":[0.001696732,0.0001964606,0.0001631505,0.001211923,0.0004213755,0.0006870718,0.00005764117,0.0009128673,0.00000187842],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008785644,"about_ca_system_score_gemma":0.008735027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00132471,"about_ca_topic_score_gemma":0.00008729855,"domain_scores_codex":[0.9929674,0.003623084,0.001531461,0.0002423724,0.001341651,0.0002940616],"domain_scores_gemma":[0.9957584,0.0003818037,0.002895676,0.0001137326,0.0006804527,0.0001698963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002288692,0.002047728,0.1699662,0.0000174063,0.00004918813,1.563276e-7,0.8031294,0.00002220014,0.0001759418,0.01605199,0.0002463226,0.008270568],"study_design_scores_gemma":[0.0004627774,0.0001952862,0.6305829,0.00007518011,0.00002421071,0.000002972409,0.3631646,5.104144e-7,0.00009018834,0.005161398,0.0001164478,0.0001234715],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928948,0.0001175906,0.00003672205,0.002940516,0.001550932,0.0004152131,0.000006091519,0.000016551,0.002021595],"genre_scores_gemma":[0.9979966,0.00001116031,0.0007859378,0.00008471419,0.0004249854,0.0000398654,0.00002390666,0.00002040244,0.0006124631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4606167,"threshold_uncertainty_score":0.9968845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06433454053443147,"score_gpt":0.4084468152203709,"score_spread":0.3441122746859394,"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."}}