{"id":"W7098431900","doi":"","title":"Researching literacy and numeracy costs and benefits: what is possible&amp;apos;, Literacy and Numeracy Studies","year":2006,"lang":"en","type":"article","venue":"","topic":"Biological and pharmacological studies of plants","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Numeracy; Literacy; Financial literacy; Adult literacy; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01195582,0.0006691684,0.001648842,0.002738934,0.001557334,0.005994565,0.00174472,0.002670034,0.007771931],"category_scores_gemma":[0.04095696,0.0006724189,0.001094247,0.004275487,0.004584391,0.01167155,0.002557333,0.002263004,0.0006946569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003075145,"about_ca_system_score_gemma":0.002925563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008459462,"about_ca_topic_score_gemma":0.02291971,"domain_scores_codex":[0.9954512,0.002223228,0.000356434,0.0003745953,0.001235719,0.000358901],"domain_scores_gemma":[0.9206061,0.05989161,0.01100811,0.002134564,0.004927884,0.00143175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001364921,0.003515872,0.1528515,0.03442812,0.002209479,0.001106618,0.01389791,0.000700838,0.001454995,0.11356,0.01178468,0.6631249],"study_design_scores_gemma":[0.0003442671,0.003504724,0.5740018,0.06697298,0.004229006,0.002566192,0.04933935,0.001905228,0.002749726,0.1562684,0.1378719,0.0002463115],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2617194,0.6132735,0.002160676,0.09143005,0.0009803029,0.0002509219,0.0004489766,0.00001092131,0.02972538],"genre_scores_gemma":[0.5537018,0.4200106,0.004115491,0.01154531,0.003530174,0.0003910718,0.000211298,0.00002388296,0.00647049],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01195582,"threshold_uncertainty_score":0.06322914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1366201346586359,"score_gpt":0.4345037782150252,"score_spread":0.2978836435563893,"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."}}