{"id":"W1517991015","doi":"10.32920/ryerson.14636967.v1","title":"Teaching Human Development to Early Childhood Education Students: A Cultural-Contextual Perspective","year":2021,"lang":"en","type":"article","venue":"","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Sociocultural evolution; Presentation (obstetrics); Perspective (graphical); Variety (cybernetics); Salient; Psychology; Sociocultural perspective; Mathematics education; Early childhood; Human development (humanity); Pedagogy; Developmental psychology; Sociology; Medicine; Computer science","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":[0.007706334,0.0005992396,0.0005052253,0.001229625,0.009908162,0.009317338,0.001260605,0.001871658,0.002915836],"category_scores_gemma":[0.007416225,0.0003976971,0.0002521139,0.0008641589,0.01582542,0.003094468,0.008047701,0.004187546,0.0002630993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005936303,"about_ca_system_score_gemma":0.005703511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0114049,"about_ca_topic_score_gemma":0.02758863,"domain_scores_codex":[0.9894267,0.008674593,0.0001033368,0.0002117678,0.0004121066,0.001171521],"domain_scores_gemma":[0.9930102,0.004485983,0.0004875494,0.0002226851,0.000462259,0.001331187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003364823,0.0004162496,0.018395,0.0003964253,0.0000183829,0.001464395,0.9196764,0.0002080566,0.0009901313,0.02175754,0.001782955,0.03486078],"study_design_scores_gemma":[0.000007587839,0.0001389662,0.008562202,0.000432964,0.00001456714,0.0004359613,0.9526914,0.00009956003,0.0007241637,0.004217356,0.03265871,0.00001659959],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8833885,0.008264244,0.004471942,0.03903801,0.0005356695,0.0001586775,0.00002847244,0.00003577806,0.06407876],"genre_scores_gemma":[0.9922636,0.002801223,0.0008785908,0.001294989,0.00005812175,0.00005150466,0.00000549449,0.000007578557,0.002639042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0114049,"threshold_uncertainty_score":0.04307115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114510230736024,"score_gpt":0.3691469268364036,"score_spread":0.3480018245290434,"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."}}