{"id":"W2906564588","doi":"10.1111/lit.12171","title":"Young People Reading: Empirical Research Across International Contexts. Ed. EvelynArizpe and Gabrielle CliffHodges. London: Routledge, 2018.194 pages","year":2018,"lang":"en","type":"article","venue":"Literacy","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Reading (process); Citation; Library science; Media studies; Sociology; Computer science; Linguistics; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001951616,0.0001727644,0.0002196584,0.0001605866,0.0004169922,0.0007795524,0.0009837496,0.0001093507,0.000113346],"category_scores_gemma":[0.001233282,0.0001539351,0.0000591611,0.0004923387,0.0002827724,0.00108311,0.0007829423,0.0003797025,0.0002259132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008904128,"about_ca_system_score_gemma":0.0001812088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001314159,"about_ca_topic_score_gemma":0.00006660257,"domain_scores_codex":[0.9974688,0.0003309449,0.0003538905,0.0006732094,0.0006104775,0.0005627255],"domain_scores_gemma":[0.9969693,0.001233963,0.00009588692,0.0006236263,0.0007851032,0.0002921264],"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":[0.000117586,0.0005828542,0.2726979,0.00005558788,0.00007974887,0.00003669144,0.1175611,5.835984e-7,0.001013167,0.03756998,0.2918153,0.2784696],"study_design_scores_gemma":[0.0008962658,0.0002983663,0.2927504,0.0001368872,0.000006431726,0.0001653658,0.0006728934,0.004588822,0.001205648,0.01341761,0.6854486,0.0004126689],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.783919,0.002760346,0.1267158,0.04708481,0.01298614,0.0007594715,0.00006038308,0.0002928277,0.02542119],"genre_scores_gemma":[0.7999116,0.000545923,0.1830569,0.001228766,0.002637336,0.00008075804,0.00002602754,0.00002778912,0.01248496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3936333,"threshold_uncertainty_score":0.7517242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0820300982065784,"score_gpt":0.4648490649666531,"score_spread":0.3828189667600747,"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."}}