{"id":"W6987794202","doi":"","title":"UNI Student Satisfaction Survey June 2003","year":2003,"lang":"en","type":"article","venue":"UNI ScholarWorks (University of Northern Iowa)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Table (database); Data collection; Attendance; Work (physics); Quarter (Canadian coin)","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":[0.0003032883,0.0001449561,0.0001633857,0.0001528362,0.000120411,0.00002355854,0.0001760121,0.0001092115,0.0003555752],"category_scores_gemma":[0.00004726927,0.0001890682,0.00004179166,0.0007282312,0.00002877277,0.0002176217,0.00002053852,0.0002834497,0.0001046223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952582,"about_ca_system_score_gemma":0.0000653737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000183427,"about_ca_topic_score_gemma":0.004207565,"domain_scores_codex":[0.9992234,0.00007458209,0.0001218074,0.0001599793,0.0002171236,0.0002031575],"domain_scores_gemma":[0.9993629,0.00002563927,0.0000431118,0.000237311,0.0002101038,0.0001209051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008297901,0.0001200031,0.923416,0.00005425129,0.0002109995,0.00001154882,0.002119963,0.05879026,0.0003669639,0.0009701182,0.005783722,0.008147914],"study_design_scores_gemma":[0.0004044431,0.00001253171,0.961914,0.00003626652,0.00002056426,0.00000396643,0.001636096,0.000591766,0.0001077109,0.00001336544,0.03499153,0.0002677461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821854,0.0003194615,0.01194521,0.00003575395,0.001051149,0.0001384175,0.000009602889,0.0001992479,0.004115748],"genre_scores_gemma":[0.995176,0.0001836438,0.002306115,0.00001153772,0.00001221423,4.428702e-7,0.00002723912,0.00002407834,0.00225869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05819849,"threshold_uncertainty_score":0.7709977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008124547930240155,"score_gpt":0.1881349390180925,"score_spread":0.1800103910878524,"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."}}