{"id":"W3152438127","doi":"10.1007/s11159-011-9203-2","title":"Measuring the continuum of literacy skills among adults: educational testing and the LAMP experience","year":2011,"lang":"en","type":"article","venue":"International Review of Education","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"UNESCO Institute for Statistics","funders":"","keywords":"Relevance (law); Literacy; Sustainability; Information literacy; Psychology; Pedagogy; Sociology; Engineering ethics; Public relations; Political science; Engineering","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":[0.0008586785,0.00007260095,0.0001302023,0.00004066746,0.0001785317,0.000026305,0.000442971,0.00002443618,0.0002174948],"category_scores_gemma":[0.004900981,0.0000391731,0.00006374165,0.0002318495,0.0007441216,0.0002767422,0.00004498438,0.00007014546,0.000004074166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005777313,"about_ca_system_score_gemma":0.0004849352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008290616,"about_ca_topic_score_gemma":0.0001498847,"domain_scores_codex":[0.9988585,0.0001143534,0.00040857,0.0001147451,0.0004007141,0.0001031327],"domain_scores_gemma":[0.9976533,0.0005436954,0.0004688083,0.0001479168,0.001142811,0.00004345034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005100611,0.0007943655,0.1514491,0.0009442875,0.00008790202,7.179302e-8,0.1917449,7.266897e-7,0.00005401806,0.5131539,0.008312876,0.1334068],"study_design_scores_gemma":[0.0003037387,0.00002094793,0.8979568,0.008813353,0.0000457239,0.000007871992,0.01682878,0.00001146337,0.0001972766,0.03878414,0.03687576,0.0001540826],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8670367,0.01645767,0.00001407123,0.01722694,0.002140663,0.0007433923,0.000009492283,0.000008439661,0.09636262],"genre_scores_gemma":[0.99163,0.004890507,0.0005246141,0.001032978,0.0003807659,0.0001178042,0.000006580181,0.000004087935,0.001412659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7465078,"threshold_uncertainty_score":0.9983132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02427681290757916,"score_gpt":0.3485419102528107,"score_spread":0.3242650973452315,"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."}}