{"id":"W2742982992","doi":"10.5206/cie-eci.v21i2.8986","title":"Conceptual and Empirical Advances in Adult Literacy","year":2017,"lang":"en","type":"article","venue":"Comparative and International Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Literacy; Psychology; Sociology; Pedagogy","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":[0.000134228,0.00005033537,0.00007957716,0.00006314545,0.0003433717,0.0002463413,0.0001264593,0.00002911287,0.00008412663],"category_scores_gemma":[0.0002601458,0.0000480776,0.0000102678,0.00002898503,0.0003222233,0.001003974,0.00002216741,0.00005655257,0.00001376053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000437095,"about_ca_system_score_gemma":0.0002155158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001042304,"about_ca_topic_score_gemma":0.0008704686,"domain_scores_codex":[0.9995119,0.00006477928,0.0001239669,0.0001294982,0.00009445225,0.00007542211],"domain_scores_gemma":[0.9994,0.00007518601,0.0001112687,0.00007388017,0.0002763464,0.00006327732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008566592,0.00007047812,0.4562037,0.000002716428,0.000004199037,7.185725e-8,0.1542419,2.901837e-7,0.000008428632,0.3639789,0.004599129,0.02088165],"study_design_scores_gemma":[0.0001485639,0.00001147578,0.3180461,0.00004184439,0.000001367921,9.591716e-7,0.03773896,0.00003180124,0.00001104196,0.004001012,0.6398999,0.00006696975],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9008461,0.001496048,0.00001704933,0.008461419,0.001058654,0.0000990706,0.000003514061,0.000005650041,0.08801246],"genre_scores_gemma":[0.991944,0.0008683247,0.0001296708,0.0004551829,0.0005795816,0.00002899891,0.000007705188,0.000001700648,0.005984802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6353008,"threshold_uncertainty_score":0.2640972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1651025138229751,"score_gpt":0.5530511994916906,"score_spread":0.3879486856687154,"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."}}