{"id":"W4410876526","doi":"10.20360/langandlit29735","title":"Timely Reading","year":2025,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Literacy; Computer science; Linguistics; Psychology; Pedagogy; Philosophy","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":[0.0002362689,0.00002616934,0.00003894119,0.00004100291,0.0002312138,0.00008002665,0.0000691922,0.00002403669,0.0001826165],"category_scores_gemma":[0.0001570455,0.00002470516,0.00001014989,0.0001320773,0.00003599318,0.000154925,0.00001502341,0.00004158451,0.00001828882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001342003,"about_ca_system_score_gemma":0.00004916072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001969735,"about_ca_topic_score_gemma":0.0001714298,"domain_scores_codex":[0.9996828,0.00006863212,0.00005943459,0.00006087138,0.00004759623,0.00008067087],"domain_scores_gemma":[0.9996796,0.0001197715,0.00001658146,0.000125233,0.00002689892,0.00003193885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002831114,0.00001978095,0.008839106,0.00001552959,0.000005374354,0.000001136969,0.7357678,4.714708e-8,0.0001319339,0.04753947,0.004732267,0.2029447],"study_design_scores_gemma":[0.0001489631,0.000006621381,0.01721805,0.0001021696,0.00001475074,4.459681e-7,0.06685799,0.00003517616,0.0001588867,0.00594032,0.9094151,0.0001015204],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7039918,0.003237447,0.0001238339,0.002834606,0.0002640303,0.00006805176,9.078886e-7,0.00004409197,0.2894352],"genre_scores_gemma":[0.9618917,0.0003443098,0.0006455817,0.0006834463,0.0001669415,0.000005477902,0.00001104174,0.00000157679,0.03624992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9046828,"threshold_uncertainty_score":0.2977664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132359045210054,"score_gpt":0.36138416233286,"score_spread":0.3500605718807595,"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."}}