{"id":"W6988007077","doi":"","title":"Western Educational Longitudinal Study (WELS) Baseline Survey of Students Entering Western in the Fall, 2009","year":2009,"lang":"en","type":"article","venue":"Western CEDAR (Western Washington University)","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phone; Accreditation; Survey research; Quarter (Canadian coin); Telephone survey; Baseline (sea); Survey data collection; Survey instrument","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004265735,0.000398321,0.0005688636,0.0007486751,0.0006280559,0.0003670911,0.002554975,0.0001465346,0.00005967682],"category_scores_gemma":[0.0003247964,0.0003773398,0.0001292897,0.001599598,0.0003438335,0.001181738,0.0004215137,0.0005294778,0.000104016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004628407,"about_ca_system_score_gemma":0.0004228287,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0136191,"about_ca_topic_score_gemma":0.1726609,"domain_scores_codex":[0.9931287,0.002664548,0.000634658,0.0006886576,0.001957082,0.0009263543],"domain_scores_gemma":[0.9971129,0.001058657,0.0003794092,0.0006732106,0.0004726548,0.000303146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008681601,0.002194127,0.9610814,0.00002105719,0.00007841786,0.0000393583,0.03592162,0.00001731499,0.00001441972,0.00008439882,0.0001148532,0.0003462183],"study_design_scores_gemma":[0.001072648,0.0002550246,0.9786063,0.0001071393,0.00005717517,0.000002930649,0.01395699,6.426787e-7,0.000008688478,0.00001133697,0.005586499,0.0003346059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940303,0.0001154419,0.0001057848,0.003140047,0.0004207453,0.00106737,0.00006082694,0.00006329703,0.0009961915],"genre_scores_gemma":[0.9925542,0.0001320961,0.00002945745,0.0002809752,0.0002893833,0.000007271668,0.00004327167,0.00002559047,0.006637795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1590418,"threshold_uncertainty_score":0.9998679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07281220942892558,"score_gpt":0.3899114191314828,"score_spread":0.3170992097025572,"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."}}