{"id":"W2130143962","doi":"10.2304/ciec.2011.12.4.362","title":"On the Human Challenges of Multiliteracies Pedagogy","year":2011,"lang":"en","type":"article","venue":"Contemporary Issues in Early Childhood","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"","keywords":"Situated; Pedagogy; Literacy; Early childhood education; Sociology; Teaching method; Early childhood; Psychology; Mathematics education; 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":[0.008941351,0.0006628733,0.0005310863,0.001794949,0.01028779,0.01192733,0.00140198,0.003562496,0.005211427],"category_scores_gemma":[0.007996137,0.0003148558,0.0003213569,0.001170657,0.09697141,0.01135944,0.01198148,0.004942378,0.0005842553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004925149,"about_ca_system_score_gemma":0.00347975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003869446,"about_ca_topic_score_gemma":0.004919176,"domain_scores_codex":[0.9873766,0.009879826,0.0001806077,0.0007211097,0.001142922,0.0006990139],"domain_scores_gemma":[0.9846565,0.01342941,0.0004825003,0.0005762744,0.0004500892,0.0004051913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007793374,0.00001702392,0.000438162,0.00008907228,0.000004292629,0.0003143266,0.147353,0.0002598645,0.0001236295,0.8402658,0.001302504,0.009824451],"study_design_scores_gemma":[0.00001150745,0.00004006063,0.0007182613,0.0007784018,0.000007087486,0.0006206461,0.1770423,0.0002993724,0.0005201299,0.5891077,0.2308305,0.00002413919],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1162946,0.02834448,0.04313415,0.1049843,0.0007182663,0.00009624017,0.00003491054,0.0001145827,0.7062785],"genre_scores_gemma":[0.9716359,0.007629886,0.005088306,0.003522416,0.0002335978,0.0001216881,0.00001172807,0.00006596832,0.0116905],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01192733,"threshold_uncertainty_score":0.04728693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09175250099378014,"score_gpt":0.2932619525659037,"score_spread":0.2015094515721236,"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."}}