{"id":"W4243365187","doi":"10.22215/etd/2011-07184","title":"\"They're only preschoolers, I think I can manage them!\" : an examination of teacher efficacy in early childhood educators","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Library and Archives Canada","funders":"","keywords":"Psychology; Pedagogy; Mathematics education; Early childhood; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006323781,0.0001947639,0.0003750162,0.002028213,0.002587027,0.003174943,0.000774901,0.0007873935,0.002332028],"category_scores_gemma":[0.02034359,0.0005127456,0.0003920849,0.0009008084,0.002924907,0.001887919,0.0023781,0.002512546,0.0004217926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00195014,"about_ca_system_score_gemma":0.004510578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01653746,"about_ca_topic_score_gemma":0.03104562,"domain_scores_codex":[0.9970578,0.001111644,0.0002308757,0.0002186585,0.0008289596,0.0005521844],"domain_scores_gemma":[0.9820209,0.006665553,0.005101619,0.0008348541,0.002946377,0.00243069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001202655,0.001447705,0.7833254,0.0001617599,0.00003562979,0.0003511688,0.1855873,0.00005084218,0.0008406371,0.001901385,0.001652038,0.0245258],"study_design_scores_gemma":[0.0000188891,0.0001876803,0.8181518,0.000227907,0.00002491434,0.0001887305,0.1757684,0.00007862942,0.000387949,0.000292275,0.004652949,0.00001974862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927652,0.0002169155,0.0001096883,0.0006077596,0.00001181463,0.00003718831,0.00003003387,0.000005437287,0.006215914],"genre_scores_gemma":[0.9977335,0.0002512858,0.0001470044,0.0001071957,0.000004458105,0.00005011878,0.0000361181,0.000005322941,0.001665042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01653746,"threshold_uncertainty_score":0.03344375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749506823890539,"score_gpt":0.2709790083389814,"score_spread":0.253483940100076,"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."}}