{"id":"W2111280096","doi":"10.21225/d52w2f","title":"Academic Decision Making Among Adult Learners: Personal and Institutional Factors","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of University Continuing Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Affect (linguistics); Psychology; Institution; Higher education; Medical education; Sociology; Medicine; Political science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005120068,0.00006093825,0.00009250479,0.0004908494,0.0007780601,0.00007620083,0.0001839248,0.00007860783,0.000140237],"category_scores_gemma":[0.001268718,0.00006712233,0.00004081529,0.0003313483,0.0004466154,0.000637639,0.00001058886,0.0002856604,0.000003113085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007668039,"about_ca_system_score_gemma":0.003412991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0170701,"about_ca_topic_score_gemma":0.07376027,"domain_scores_codex":[0.9991738,0.0001420821,0.0001194804,0.00009704194,0.0002503415,0.0002173094],"domain_scores_gemma":[0.9985841,0.0002104471,0.0001411946,0.00003804297,0.000582397,0.0004438159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001282743,0.000008782649,0.881781,0.000002808575,0.00001348645,0.0000131634,0.0726081,0.000005112148,0.000007413951,0.00286154,0.002845284,0.03984047],"study_design_scores_gemma":[0.000131586,0.00001449711,0.7001771,0.0002606436,0.00001643609,0.000009490071,0.1926041,0.000008215312,0.00000103242,0.0001577911,0.1065381,0.00008101948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925422,0.0003037819,0.0001551533,0.002079447,0.0006331427,0.00006755276,0.000002407961,0.000005353607,0.004210981],"genre_scores_gemma":[0.9970542,0.0003095625,0.0002918652,0.0000531037,0.000269404,1.138327e-7,0.000001319067,0.000003164763,0.002017327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1816039,"threshold_uncertainty_score":0.9894753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01811039013677696,"score_gpt":0.3117983915703145,"score_spread":0.2936880014335376,"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."}}