{"id":"W1915559000","doi":"10.47678/cjhe.v41i3.2490","title":"A Profile of Undergraduate Student Parents in Canada","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Guelph","funders":"","keywords":"Marital status; Current Population Survey; Institution; Population; Higher education; Survey data collection; Psychology; Demographic economics; Demography; Sociology; Medical education; Economic growth; Social science; Medicine; Economics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003530524,0.00006017438,0.000136764,0.0002762592,0.0001144718,0.00001581663,0.0002997895,0.00002559654,0.0008938623],"category_scores_gemma":[0.00008625112,0.00005861142,0.00002736774,0.0004029145,0.0001132155,0.0001440002,0.000006053059,0.0001245675,0.000006203291],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001926155,"about_ca_system_score_gemma":0.05332727,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9950557,"about_ca_topic_score_gemma":0.9986797,"domain_scores_codex":[0.9987887,0.0001739296,0.0003223885,0.00007428488,0.0003604482,0.0002802377],"domain_scores_gemma":[0.9987009,0.00004450076,0.000221032,0.0000927438,0.0004841154,0.0004567503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003214883,0.00006578078,0.9402184,0.000009009785,0.00002163983,0.000006171419,0.01690695,0.000001414763,0.000003872355,0.004310302,0.03780352,0.0006497066],"study_design_scores_gemma":[0.00009617619,0.00002126147,0.9057102,0.00005063945,0.000007311236,7.423495e-7,0.01492194,6.46545e-8,0.00003475379,0.001045336,0.07805437,0.00005723739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963376,0.001582183,8.148676e-7,0.00588638,0.00269983,0.0001865793,0.000006196507,0.000001447234,0.02626051],"genre_scores_gemma":[0.9939079,0.00004631739,0.0001373227,0.0001351346,0.000142952,0.00001109529,0.000001194509,0.000005506522,0.005612582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05140111,"threshold_uncertainty_score":0.9787166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04173551453733549,"score_gpt":0.3637597526522818,"score_spread":0.3220242381149463,"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."}}