{"id":"W7015867805","doi":"","title":"UNLV Enrollment Analysis","year":2018,"lang":"en","type":"article","venue":"Digital Scholarship - UNLV (University of Nevada Reno)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Quarter (Canadian coin); Trend analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00195323,0.0002736716,0.0003061415,0.003477525,0.0008555859,0.002066845,0.0007282891,0.0003489995,0.02687812],"category_scores_gemma":[0.005946248,0.0001351596,0.0005660418,0.003649888,0.0001621625,0.001296683,0.001370793,0.0009815645,0.008619825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003248791,"about_ca_system_score_gemma":0.003542414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05683411,"about_ca_topic_score_gemma":0.07633777,"domain_scores_codex":[0.9975837,0.0002703417,0.0001231802,0.0002507961,0.001047639,0.0007241766],"domain_scores_gemma":[0.9963659,0.0004480385,0.0004761795,0.0001225492,0.002092232,0.0004950967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004797597,0.0004183195,0.4235645,0.0002645584,0.0001033217,0.0001295735,0.001261701,0.0032036,0.0004492573,0.02933099,0.399716,0.1410785],"study_design_scores_gemma":[0.00003549549,0.0002131522,0.5353637,0.0002747179,0.00005977763,0.00009156481,0.004118751,0.005369029,0.0009679905,0.002821031,0.4506224,0.00006233343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3005098,0.0009026885,0.003292077,0.004976591,0.0004097582,0.0005898797,0.3114464,0.0004744542,0.3773983],"genre_scores_gemma":[0.5048249,0.0009555314,0.001590544,0.002390555,0.000291192,0.0008978656,0.3032296,0.0001776246,0.1856422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05683411,"threshold_uncertainty_score":0.1130066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006996717002405672,"score_gpt":0.1757991553134622,"score_spread":0.1688024383110565,"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."}}