{"id":"W4402219596","doi":"10.1080/00094056.2024.2390347","title":"Transformative Literacy Proficiency","year":2024,"lang":"en","type":"article","venue":"Childhood Education","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Reach Technologies (Canada)","funders":"","keywords":"Transformative learning; Literacy; Psychology; Pedagogy; Early childhood education; Sociology; Emergent literacy; Mathematics education","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":[0.001257739,0.0005287966,0.0002495105,0.001559477,0.0004313631,0.002932289,0.0004663166,0.0006143732,0.05656223],"category_scores_gemma":[0.01076176,0.0001352398,0.0003331784,0.0005048196,0.001098343,0.002328839,0.002037962,0.001065783,0.00711012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003735238,"about_ca_system_score_gemma":0.0009272374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091182,"about_ca_topic_score_gemma":0.00111704,"domain_scores_codex":[0.9990866,0.0001204,0.0001036333,0.0001491886,0.0003332274,0.0002069219],"domain_scores_gemma":[0.9954479,0.001989212,0.0007776268,0.0005048792,0.0008216162,0.0004587189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007033022,0.001951373,0.2436344,0.0006586692,0.000125102,0.00171666,0.0486577,0.001599321,0.03501412,0.04821145,0.01584462,0.6018834],"study_design_scores_gemma":[0.0001338657,0.002747248,0.6504731,0.001109602,0.0001706136,0.007496486,0.02475788,0.005136214,0.06648727,0.08539384,0.1558449,0.0002490944],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7465169,0.0002233172,0.003758949,0.0004272517,0.00004833499,0.0001495728,0.0009388082,0.0002622652,0.2476746],"genre_scores_gemma":[0.9722136,0.0001948088,0.002169858,0.00008176371,0.00001201485,0.0001517734,0.0007510796,0.00005617994,0.0243688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05656223,"threshold_uncertainty_score":0.1892195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160347130730643,"score_gpt":0.3511901644394546,"score_spread":0.3395866931321481,"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."}}