{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009740487,0.0001454605,0.0002025942,0.000284775,0.00009321699,0.00006795052,0.0002894992,0.00007820586,0.0005516461],"category_scores_gemma":[0.00001696989,0.0001783167,0.0001089538,0.0009300383,0.0000653227,0.000575547,0.00005788224,0.000141414,0.0002376059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508016,"about_ca_system_score_gemma":0.00003194416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002351271,"about_ca_topic_score_gemma":0.00004842905,"domain_scores_codex":[0.9991972,0.00001026811,0.0001284371,0.0001878509,0.0002486884,0.0002274878],"domain_scores_gemma":[0.9994373,0.00002080851,0.00003810363,0.0002521717,0.00009131397,0.0001602715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003635811,0.002735162,0.3662047,0.001241615,0.0220806,0.0003057341,0.0396251,0.08125013,0.02078947,0.02001628,0.08385686,0.3615307],"study_design_scores_gemma":[0.001521869,0.0002327923,0.6429641,0.0001216097,0.0006461082,0.00001290023,0.004413215,0.007562296,0.002107105,0.0005213459,0.3383837,0.001512946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613055,0.0001236345,0.00541634,0.000119625,0.0003164124,0.0001035877,0.00004913846,0.0003235663,0.03224221],"genre_scores_gemma":[0.9976071,0.00002337534,0.000950514,0.00002033647,0.00003687881,3.127915e-7,0.00008753091,0.00001432954,0.001259633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3600178,"threshold_uncertainty_score":0.7271542,"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."}}