{"id":"W7098015292","doi":"","title":"D. Hardy Cox &amp;amp; C. Courage – Y Gens in Higher Education – Who are they and what do they expect from us?","year":2015,"lang":"en","type":"article","venue":"","topic":"Generational Differences and Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gens; Baby boomers; Higher education; Courage; Face (sociological concept); Scholarship; Hindsight bias; Distance education","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002157572,0.00009976108,0.00013922,0.00005177132,0.0001658125,0.0005746635,0.0001269489,0.00008402593,0.001493342],"category_scores_gemma":[0.00003754291,0.00007759032,0.00002706609,0.00007934828,0.00005716835,0.0005314708,0.00003068787,0.00006691166,0.0001231742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006515397,"about_ca_system_score_gemma":0.0001845384,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02089062,"about_ca_topic_score_gemma":0.2257682,"domain_scores_codex":[0.9990093,0.0001424879,0.0001309428,0.0002275297,0.0003177421,0.0001720423],"domain_scores_gemma":[0.9994728,0.0000706994,0.00006116668,0.0001420647,0.0001037082,0.000149564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004306977,0.0004412738,0.6426383,0.000007773276,0.00005653065,0.000003239331,0.1032443,0.00008057165,0.0003051162,0.1584179,0.07822579,0.01653616],"study_design_scores_gemma":[0.0004395298,0.00001497382,0.6204336,0.00006790501,0.00001598039,4.541124e-7,0.03296955,0.00001430587,0.00001572576,0.05802658,0.2877133,0.0002881452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477632,0.00210785,0.000007979778,0.006350816,0.0007688068,0.0001038908,0.00001249581,0.00002670189,0.04285825],"genre_scores_gemma":[0.9663379,0.0007002336,0.0002909361,0.0004688621,0.0003967522,0.00002160799,0.00005632364,0.00000643833,0.031721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2094875,"threshold_uncertainty_score":0.9994195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1029544927518541,"score_gpt":0.3377767693132685,"score_spread":0.2348222765614144,"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."}}