{"id":"W1951703449","doi":"10.56105/cjsae.v15i2.1920","title":"More Equal Than Others: The Travails of Literacy Education in an Employment Preparation Program","year":2001,"lang":"en","type":"article","venue":"Canadian Journal for the Study of Adult Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; Adult literacy; Adult education; Sociology; Pedagogy; Political science; Gender studies","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00098534,0.00008362931,0.0001161979,0.0002090365,0.000753861,0.0001739996,0.0003530612,0.00003996459,0.00004111763],"category_scores_gemma":[0.0002131824,0.00005761459,0.00005433542,0.0004030407,0.0001175732,0.0003732084,0.000002568805,0.0001044855,0.000001414492],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002489163,"about_ca_system_score_gemma":0.007134724,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2255297,"about_ca_topic_score_gemma":0.5243409,"domain_scores_codex":[0.9986967,0.0003207979,0.0004303079,0.0001147564,0.000218929,0.0002184737],"domain_scores_gemma":[0.9982994,0.0001157308,0.0003683502,0.0002322266,0.0007783716,0.0002059154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002332921,0.0008169821,0.1039961,0.000008576482,0.00002100394,4.700037e-8,0.6869819,0.00003844719,0.000008745532,0.002912073,0.001724018,0.2034687],"study_design_scores_gemma":[0.0002391393,0.0005101152,0.1720551,0.000090131,0.00003401916,0.000005042511,0.7809603,0.00002881753,0.00001223211,0.0008075202,0.04517172,0.00008589419],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990573,0.0002747831,0.00002123408,0.004694819,0.001426195,0.002271395,0.000005261131,0.000004599132,0.00072875],"genre_scores_gemma":[0.9969671,0.00002981808,0.00007160813,0.0001534402,0.000939741,0.000325237,0.000007689741,0.000009779233,0.001495628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2988112,"threshold_uncertainty_score":0.9984939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04507456509087828,"score_gpt":0.4482041407551158,"score_spread":0.4031295756642375,"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."}}