{"id":"W2799436911","doi":"","title":"Analysis of Localization Process for Early Childhood Education Enabled by Teacher, Supervisor and Professor Collaboration","year":2008,"lang":"en","type":"article","venue":"Early childhood education","topic":"Educational Systems and Policies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Supervisor; Process (computing); Early childhood teacher; Psychology; Pedagogy; Early childhood education; Mathematics education; Process management; Sociology; Computer science; Management; Business; Economics","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":[0.0002982251,0.0002289944,0.0003513486,0.0005451402,0.0004160108,0.0001563808,0.0003845202,0.000146385,0.0000130182],"category_scores_gemma":[0.0001598042,0.0002319286,0.00009241675,0.002234026,0.0000614439,0.00123316,0.00003193154,0.0001028392,0.000005181774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009292455,"about_ca_system_score_gemma":0.002644799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000960399,"about_ca_topic_score_gemma":0.00004702831,"domain_scores_codex":[0.9981644,0.0001278252,0.0005710096,0.0005080442,0.0003663812,0.0002623253],"domain_scores_gemma":[0.9980052,0.0000835796,0.0004466728,0.0004579298,0.0008589174,0.0001476836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000010768,0.004745791,0.2455621,0.0001041848,0.0006106001,5.657335e-8,0.6993961,0.0002683091,0.0006744432,0.01340121,0.01850393,0.01672252],"study_design_scores_gemma":[0.0003287801,0.0001650976,0.9927673,0.00006027213,0.0001834641,0.000004802267,0.002501383,0.0003207578,0.001159838,0.001197396,0.001026848,0.0002840775],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838628,0.001282032,0.01094456,0.001545418,0.0006527954,0.001306651,0.00003808633,0.00007812442,0.0002895152],"genre_scores_gemma":[0.9958082,0.00006887806,0.001242364,0.0002979292,0.0003224013,0.0005778932,0.0004612441,0.00002375664,0.001197287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7472051,"threshold_uncertainty_score":0.9457772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01005996236940225,"score_gpt":0.2656642955024755,"score_spread":0.2556043331330732,"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."}}