{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001184813,0.00009372957,0.0001138767,0.00007978827,0.0004789867,0.0003833286,0.00009028461,0.00004354011,0.00004639962],"category_scores_gemma":[0.0001007211,0.00008483568,0.0000357195,0.0001411235,0.00007677535,0.0008980934,0.0001405111,0.0001077152,0.000001897444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003352194,"about_ca_system_score_gemma":0.00003356328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001025652,"about_ca_topic_score_gemma":0.00003342387,"domain_scores_codex":[0.9992617,0.00001868267,0.000144864,0.0002225432,0.0001445988,0.0002076202],"domain_scores_gemma":[0.9996851,0.000070466,0.00005412086,0.00009365231,0.00003325283,0.00006341053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005597333,0.00004007006,0.001531036,0.00002429547,0.00001387779,0.00003054767,0.4068437,0.000002056039,0.0002505817,0.01817559,0.0005333297,0.572499],"study_design_scores_gemma":[0.004517762,0.0004347437,0.002693175,0.00009057402,0.000053775,0.0002023345,0.2065608,0.01168654,0.0002241685,0.04190001,0.730239,0.001397091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915252,0.001474733,0.0002328326,0.0007782368,0.00009715404,0.0002334342,0.0001026768,0.0001272266,0.005428516],"genre_scores_gemma":[0.9868315,0.0000605522,0.001241801,0.0003590647,0.0001023991,0.00003758885,0.0001247748,0.00000925458,0.01123301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7297057,"threshold_uncertainty_score":0.3696446,"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."}}