{"id":"W4292348660","doi":"10.20360/langandlit29576","title":"Culturally Relevant Model for Digital Language and Literacy Instruction","year":2022,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; Reading (process); Mathematics education; Computer science; Pedagogy; Plan (archaeology); Intervention (counseling); Digital literacy; Psychology; Linguistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002904037,0.0006162211,0.0001984924,0.000899903,0.002298098,0.003214927,0.001084923,0.0008245324,0.004283328],"category_scores_gemma":[0.00374998,0.0002215594,0.0005878881,0.0005382649,0.007383445,0.002016251,0.003330828,0.00220687,0.0009092739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003388134,"about_ca_system_score_gemma":0.008165593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003087195,"about_ca_topic_score_gemma":0.004699351,"domain_scores_codex":[0.9959683,0.002622152,0.0001476258,0.0003923745,0.0006754136,0.0001940846],"domain_scores_gemma":[0.998781,0.0003748807,0.0001006535,0.0002699789,0.0002685518,0.0002048841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004132839,0.0005395431,0.004114239,0.0002748441,0.00002460128,0.0004825031,0.05155014,0.001594958,0.003458624,0.8817306,0.002161534,0.05402726],"study_design_scores_gemma":[0.00009317997,0.0006459694,0.005094863,0.0008151128,0.00009663603,0.001541867,0.05174575,0.007082123,0.004608201,0.6120586,0.3161377,0.00008004551],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1490009,0.0009521266,0.2769316,0.01396459,0.0004575801,0.001735358,0.0002155636,0.000220814,0.5565214],"genre_scores_gemma":[0.8234704,0.0008433819,0.1508927,0.002837508,0.00003223883,0.001963153,0.0001246851,0.00007141045,0.01976449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004283328,"threshold_uncertainty_score":0.02458274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008391553617358577,"score_gpt":0.2777323193965928,"score_spread":0.2693407657792342,"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."}}