{"id":"W2891084503","doi":"","title":"The Meaning of 'Good Instruction' in Kindergarten as Perceived by Pre-service Early Childhood Teachers","year":2010,"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":"Meaning (existential); Psychology; Early childhood; Early childhood teacher; Early childhood education; Pedagogy; Service (business); Developmental psychology; Mathematics education; Business; Psychotherapist; Marketing","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":[0.0003957079,0.0001877517,0.0001724307,0.000151255,0.0003245982,0.0002838093,0.0009694189,0.0001315852,0.00001773973],"category_scores_gemma":[0.0001345081,0.0001582787,0.00006482633,0.0006422627,0.00005668871,0.0007586321,0.00008299874,0.0004796591,0.00005401223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005621384,"about_ca_system_score_gemma":0.0009459161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01082362,"about_ca_topic_score_gemma":0.0008868335,"domain_scores_codex":[0.9983768,0.0001230805,0.000438242,0.0003565346,0.0003918328,0.0003134943],"domain_scores_gemma":[0.9985958,0.0001326657,0.000290423,0.0006705315,0.000184988,0.0001256234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000002358831,0.0007691425,0.08397873,0.000006698343,0.00005778463,1.110745e-7,0.8001,0.00001953309,0.00453516,0.06307281,0.002182809,0.04527483],"study_design_scores_gemma":[0.0002658431,0.00006048556,0.9895852,0.00005026699,0.000006714859,0.00001966812,0.002112272,0.000007747471,0.000439935,0.004630516,0.002650114,0.0001712033],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886395,0.0001547156,0.00005823718,0.004583173,0.001854395,0.0003746303,0.0000033603,0.00005936715,0.004272641],"genre_scores_gemma":[0.997313,0.00001356864,0.001309073,0.0003381123,0.0004368838,0.00007686501,0.00001276161,0.0000194096,0.0004802803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9056065,"threshold_uncertainty_score":0.9957634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005202770178480123,"score_gpt":0.2291323143900761,"score_spread":0.223929544211596,"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."}}