{"id":"W2904770369","doi":"","title":"A Study on Early Childhood Teachers’ Teaching Efficacy of Guiding Children's Problem Behavior, Optimism, and Happiness","year":2017,"lang":"en","type":"article","venue":"Early childhood education","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Optimism; Happiness; Psychology; Developmental psychology; Early childhood; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003471771,0.0003676323,0.0005383685,0.0005588279,0.001135355,0.0007844241,0.0004628468,0.0004691066,0.001370035],"category_scores_gemma":[0.009867456,0.0005344342,0.0004843213,0.000497032,0.0007246707,0.0005531503,0.0005958357,0.00205327,0.0002549459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001320014,"about_ca_system_score_gemma":0.002210521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01066544,"about_ca_topic_score_gemma":0.01978171,"domain_scores_codex":[0.9987531,0.0005231829,0.0001042436,0.0001487536,0.0002699816,0.0002007054],"domain_scores_gemma":[0.9884638,0.00603124,0.00197822,0.0007975231,0.001073754,0.00165549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006752114,0.155391,0.6107024,0.0006853242,0.0004996748,0.0005417216,0.08655918,0.0004787639,0.008465386,0.0007020053,0.00136156,0.127861],"study_design_scores_gemma":[0.001145282,0.01593709,0.9604191,0.0001491897,0.0002498568,0.0001729006,0.01569935,0.00029749,0.003506591,0.0001230876,0.002254786,0.00004524582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999557,0.00002627958,0.0000321692,0.00002285403,0.000004168813,0.00002888243,0.00001276058,0.000001686476,0.0003141649],"genre_scores_gemma":[0.9981725,0.0001705422,0.0004196011,0.00004989355,0.000005350421,0.0001680535,0.00005461725,0.000003479385,0.0009559991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01066544,"threshold_uncertainty_score":0.02120674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02793915233682689,"score_gpt":0.3104221448840234,"score_spread":0.2824829925471966,"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."}}