{"id":"W4389201613","doi":"10.1097/iyc.0000000000000255","title":"Preparing Preschool Educators to Monitor Child Progress","year":2023,"lang":"en","type":"article","venue":"Infants & Young Children","topic":"Family and Disability Support Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Professional development; Special education; Medical education; Psychology; Early childhood education; Work (physics); Professional association; Early childhood; Pedagogy; Medicine; Political science; Public relations; Developmental psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005783792,0.0002747393,0.0002844829,0.0003566424,0.0002837749,0.0001390233,0.0007506459,0.0001874219,0.0009129981],"category_scores_gemma":[0.0002128654,0.000263658,0.0001345005,0.00101039,0.000153673,0.0001917896,0.000382806,0.000446147,0.008859062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006837058,"about_ca_system_score_gemma":0.00006819222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001498104,"about_ca_topic_score_gemma":0.0001051094,"domain_scores_codex":[0.9970369,0.0001441099,0.0004084187,0.0008373236,0.0005373859,0.001035863],"domain_scores_gemma":[0.9981468,0.00008775027,0.00006375743,0.001170897,0.00006535585,0.0004654422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001095161,0.0002245787,0.8979204,0.00001312087,0.0001388005,0.00001213909,0.002905985,0.000007432513,0.00003150823,0.0001895901,0.0782712,0.02017577],"study_design_scores_gemma":[0.0004287532,0.0001077434,0.9938881,0.00005153608,0.00001916086,0.00005395048,0.0008731383,0.000006375043,0.0002909333,0.0001142267,0.003851419,0.0003146868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953638,0.0002358254,0.000002286584,0.0006367496,0.001407701,0.001362915,0.00008059773,0.0006147583,0.04202114],"genre_scores_gemma":[0.9953489,0.000006985423,0.00007144071,0.000213388,0.0007449138,0.000523256,0.0001114775,0.00006306784,0.002916523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09596772,"threshold_uncertainty_score":0.9999816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600652610703633,"score_gpt":0.3575810903229854,"score_spread":0.341574564215949,"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."}}