{"id":"W3128335785","doi":"10.35847/mtaylor.dtrumpower.3.1.4","title":"A Portrait of the Adult Learner: Pluralistic Interpretations of Literacy Learning Outcomes Over the Years","year":2021,"lang":"en","type":"article","venue":"ADULT LITERACY EDUCATION THE INTERNATIONAL JOURNAL OF LITERACY LANGUAGE AND NUMERACY","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Portrait; Literacy; Adult literacy; Psychology; Sociology; Mathematics education; Pedagogy; Visual arts; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004057106,0.0004151729,0.0003288055,0.002866815,0.004158686,0.008940997,0.001068737,0.002093534,0.003121057],"category_scores_gemma":[0.00476089,0.0001324288,0.0003015283,0.002757587,0.01507528,0.005652573,0.003397284,0.004992061,0.0004210626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006985589,"about_ca_system_score_gemma":0.00509525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06268262,"about_ca_topic_score_gemma":0.08931161,"domain_scores_codex":[0.9980491,0.001120604,0.00009443356,0.0001811169,0.0004252881,0.0001293479],"domain_scores_gemma":[0.9962084,0.002092574,0.0002648973,0.0002207615,0.0008154386,0.0003978852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007315825,0.00004216079,0.007552526,0.0004016607,0.00001297174,0.0006876558,0.3535786,0.00033048,0.0005526597,0.5364249,0.01752492,0.08281827],"study_design_scores_gemma":[0.00001276482,0.0001791957,0.0162694,0.001950519,0.00003256485,0.00180004,0.2030509,0.0006505838,0.0006563977,0.09311665,0.6821999,0.00008113106],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.130076,0.08885362,0.04056175,0.1850545,0.002443289,0.0002087712,0.001923016,0.0003010231,0.5505781],"genre_scores_gemma":[0.9115312,0.04301799,0.01438515,0.007521928,0.0007160508,0.0002211895,0.0003739391,0.0001536884,0.02207888],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06268262,"threshold_uncertainty_score":0.1246356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004711591039026306,"score_gpt":0.3341205949157969,"score_spread":0.3294090038767706,"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."}}