{"id":"W2921791303","doi":"10.15760/etd.6546","title":"Adult ESL Students: Traits and Goals - A Case Study","year":2000,"lang":"en","type":"report","venue":"","topic":"Gender and Technology in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mainstream; Medical education; Vocational education; Community college; Psychology; Academic year; Mathematics education; Pedagogy; Medicine; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009140369,0.0001731561,0.0002792309,0.000171968,0.000475871,0.0001227695,0.0002823588,0.0004382266,0.0008279792],"category_scores_gemma":[0.0002283147,0.0001567463,0.0000469152,0.0002254225,0.0001846723,0.00007819823,0.00005024248,0.0002931413,0.00003287553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001667841,"about_ca_system_score_gemma":0.0009733596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05333637,"about_ca_topic_score_gemma":0.05252092,"domain_scores_codex":[0.9980315,0.0001404389,0.000290402,0.0004141757,0.0008532928,0.0002701815],"domain_scores_gemma":[0.9992793,0.00005768986,0.0001066007,0.000167084,0.0002855347,0.0001038471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000891085,0.004359636,0.2226812,0.00009698514,0.0008070349,0.004520981,0.3226382,2.422686e-7,0.000001355427,0.001080057,0.133447,0.3103584],"study_design_scores_gemma":[0.0005643732,0.0002514477,0.03584496,0.00004117615,0.0003923695,0.001571559,0.7896518,1.553996e-7,0.0000017898,0.001472839,0.1696476,0.0005599082],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6930814,0.0003738517,0.000001595475,0.0003612057,0.0004428908,0.0007924953,0.000006813741,0.000174668,0.304765],"genre_scores_gemma":[0.9526678,0.001626873,0.00005443584,0.00005881014,0.0003200468,0.0001051466,0.000004020957,0.00001459781,0.04514828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4670136,"threshold_uncertainty_score":0.9647681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05894669258135412,"score_gpt":0.4391071774808804,"score_spread":0.3801604848995263,"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."}}