{"id":"W4378086619","doi":"10.3390/socsci12060315","title":"Adult Learner Perspectives on Skill- and Life-Based Outcomes Following Literacy Remediation","year":2023,"lang":"en","type":"article","venue":"Social Sciences","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women and Children’s Health Research Institute; University of Alberta","funders":"","keywords":"Psychology; Active listening; Literacy; Reading (process); Developmental psychology; Functional illiteracy; Activities of daily living; Medical education; Pedagogy; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001164486,0.00008200957,0.0001084199,0.0001662613,0.002262854,0.0003158007,0.0001606968,0.00005904513,0.00006516081],"category_scores_gemma":[0.001834329,0.00006941238,0.00006943253,0.001038635,0.0003895071,0.00031822,0.00002104046,0.00008041656,0.0001054582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006189432,"about_ca_system_score_gemma":0.0007013707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005924595,"about_ca_topic_score_gemma":0.0002531217,"domain_scores_codex":[0.9984597,0.0001599452,0.0001306018,0.000276901,0.0006735744,0.0002992523],"domain_scores_gemma":[0.9993755,0.0003255208,0.00006592451,0.00004439743,0.00008573818,0.0001028938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000002571675,0.00004824592,0.4080306,0.000002824118,0.0000141037,0.000001035432,0.5183852,0.0000106537,0.000006430909,0.06027476,0.003001484,0.01022209],"study_design_scores_gemma":[0.0001916075,0.00003096252,0.8255568,0.00001371399,0.000005227173,1.287563e-8,0.1673595,0.00002306082,0.000007026778,0.003214941,0.003445307,0.0001518464],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428154,0.0000535857,0.000008557303,0.03969818,0.0006787166,0.0001385425,0.000001357122,0.0001693546,0.01643628],"genre_scores_gemma":[0.9968154,0.00005437883,0.0003063471,0.001467731,0.0002860925,0.00001277669,0.000002782159,0.0000046129,0.001049883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4175262,"threshold_uncertainty_score":0.9990361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02871920298174169,"score_gpt":0.3762096348482185,"score_spread":0.3474904318664768,"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."}}