{"id":"W2802003186","doi":"","title":"A Survey of Early Childhood Teachers' Science Education and Their Need for Educational Support.","year":2004,"lang":"en","type":"article","venue":"Early childhood education","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Early childhood education; Psychology; Pedagogy; Medical education; Early childhood; Mathematics education; Sociology; Developmental psychology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006776755,0.0002165445,0.0002100482,0.0001477495,0.0005923457,0.0001598714,0.0003759942,0.00008028541,0.00009416966],"category_scores_gemma":[0.0007726551,0.0001179834,0.00006363344,0.001456928,0.0003217566,0.0006716105,0.00007201894,0.0001239567,0.00002286536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001507232,"about_ca_system_score_gemma":0.004046882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003497107,"about_ca_topic_score_gemma":0.000378476,"domain_scores_codex":[0.9984756,0.00004546863,0.0003953762,0.0004874907,0.0002860599,0.0003099947],"domain_scores_gemma":[0.9979474,0.0002709049,0.0002982498,0.0001396104,0.001201265,0.0001425948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002731,0.01082458,0.3752728,0.00002172029,0.0001392935,2.472878e-8,0.1084786,0.00001035421,0.02181524,0.04899234,0.006384086,0.4280336],"study_design_scores_gemma":[0.0001910445,0.000266295,0.9851548,0.00004354792,0.00001478025,0.000004098647,0.004903587,1.74584e-7,0.001100271,0.007658606,0.0004503349,0.0002124389],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918042,0.0003092056,0.000008314256,0.004798155,0.0009865052,0.0007473649,0.0001624851,0.00003272462,0.001151029],"genre_scores_gemma":[0.9969141,0.00001858588,0.0009568781,0.0003412736,0.0005337545,0.0001775316,0.000599906,0.000003892409,0.0004540559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.609882,"threshold_uncertainty_score":0.7178994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050894643744167,"score_gpt":0.2550357984209837,"score_spread":0.2345268519835421,"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."}}