{"id":"W4410799310","doi":"10.1017/9781009366144.001","title":"Introduction","year":2025,"lang":"en","type":"book-chapter","venue":"Language and Literacy","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004386874,0.0007933023,0.0004910362,0.001044172,0.001478008,0.004626513,0.001361021,0.001814613,0.2802001],"category_scores_gemma":[0.00215745,0.000278406,0.0004568954,0.0009594927,0.0009484771,0.004026637,0.002224162,0.002938741,0.1717079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128725,"about_ca_system_score_gemma":0.001507779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001548329,"about_ca_topic_score_gemma":0.002972153,"domain_scores_codex":[0.99934,0.000084402,0.00002997256,0.0001712179,0.0003157988,0.00005855887],"domain_scores_gemma":[0.9992504,0.000197751,0.00003722377,0.00008031636,0.0003038152,0.0001306374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001428656,0.00003239497,0.0001235041,0.0002728602,0.000002280583,0.0001238276,0.0005501827,0.0001407458,0.0003653872,0.05641139,0.8367624,0.1052007],"study_design_scores_gemma":[6.595972e-7,0.000004440936,0.00004671481,0.00008529297,4.578597e-7,0.00007231427,0.00006220138,0.00001535059,0.00003612569,0.002235289,0.9974395,0.000001647609],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007368791,0.01113768,0.005943478,0.007719274,0.01783646,0.000146158,0.00113043,0.0005951648,0.9547545],"genre_scores_gemma":[0.003178404,0.005889771,0.00266977,0.004126342,0.002826985,0.00009248293,0.0009446038,0.0003190252,0.9799525],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7197999,"threshold_uncertainty_score":0.9373627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008526421545890374,"score_gpt":0.2318351381352202,"score_spread":0.2233087165893298,"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."}}