{"id":"W4408358862","doi":"10.1080/10901027.2025.2473738","title":"Preschool teachers’ use of research-informed literacy-promoting practices: implications for teacher training","year":2025,"lang":"en","type":"article","venue":"Journal of Early Childhood Teacher Education","topic":"Reading and Literacy Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"Michigan Department of Education","keywords":"Psychology; Training (meteorology); Literacy; Pedagogy; Teacher education; Early childhood education; Emergent literacy; Mathematics education; Medical education","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":[0.003322838,0.0001991183,0.0003759517,0.0009740858,0.0002289791,0.0002896573,0.0004985778,0.0002025076,0.0001040775],"category_scores_gemma":[0.006777262,0.0001790644,0.0002117281,0.0006927812,0.00008115693,0.001333174,0.00004836158,0.001065842,0.00001042609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002837115,"about_ca_system_score_gemma":0.002644063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001751036,"about_ca_topic_score_gemma":0.000004885132,"domain_scores_codex":[0.9971059,0.0005346785,0.001287838,0.0003091331,0.0003216163,0.0004408541],"domain_scores_gemma":[0.9946968,0.001356088,0.001970532,0.0005351847,0.001268975,0.0001724366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001412077,0.00256366,0.2081645,0.0000718532,0.0005031636,5.940885e-7,0.4057445,0.000002806291,0.0007579564,0.002088747,0.05006364,0.3298974],"study_design_scores_gemma":[0.0008561551,0.0002967926,0.9144397,0.0007697836,0.0001209413,0.00004610009,0.01186975,0.00000538309,0.00008421447,0.00248979,0.06886634,0.000155034],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837889,0.0007909355,0.0008022361,0.00492978,0.001062029,0.0008179818,0.00000771642,0.00002946973,0.007770916],"genre_scores_gemma":[0.9676225,0.00002243894,0.01512168,0.0001632559,0.0006572102,0.0001590869,0.00002338547,0.00003404962,0.01619647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7062752,"threshold_uncertainty_score":0.8113506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1113611664775497,"score_gpt":0.457553514451166,"score_spread":0.3461923479736163,"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."}}