{"id":"W2922308008","doi":"10.1002/nsr.30458","title":"Your institution can't afford to ignore the needs of adult learners","year":2019,"lang":"en","type":"article","venue":"Recruiting & Retaining Adult Learners","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Atlanta; Session (web analytics); Quarter (Canadian coin); Institution; Psychology; Medical education; Association (psychology); Gerontology; Mathematics education; Pedagogy; Medicine; Political science; Advertising; Business; History; Law","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":[0.0009557325,0.0001805483,0.0002545886,0.0001662311,0.0005693877,0.0001055157,0.000443485,0.0001342608,0.0001346363],"category_scores_gemma":[0.001517756,0.0001508099,0.0001090854,0.001167255,0.0002133703,0.0001950777,0.00006317987,0.0002685469,0.0002133764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003857754,"about_ca_system_score_gemma":0.00113745,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007418935,"about_ca_topic_score_gemma":0.001137871,"domain_scores_codex":[0.9977866,0.000231632,0.000409758,0.0002794547,0.0007362523,0.0005562617],"domain_scores_gemma":[0.9985579,0.0001950513,0.0003337308,0.0003048546,0.0004251483,0.0001833488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006699137,0.0000435081,0.2153783,0.00004969507,0.00007233025,0.000002278066,0.6134458,0.00221295,0.0004677836,0.07963382,0.00203824,0.08658833],"study_design_scores_gemma":[0.0005859421,0.0001650221,0.007516234,0.0005986905,0.00003266786,0.000002978118,0.8070996,0.0001209035,0.0007126021,0.0002401442,0.1824021,0.0005231133],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9160542,0.00003560141,0.000077253,0.008128199,0.0006641365,0.0004835481,0.000003552627,0.0001021189,0.07445132],"genre_scores_gemma":[0.9864912,0.000112282,0.0007547198,0.001617503,0.0002564572,0.00004614318,0.000008900552,0.00002333534,0.01068944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2078621,"threshold_uncertainty_score":0.9991907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03209280383812844,"score_gpt":0.3191315359362277,"score_spread":0.2870387320980993,"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."}}