{"id":"W7028035490","doi":"","title":"DOES MAJOR MATTER? AN EXAMINATION OF UNDERGRADUATE MAJOR AND MEDICAL SCHOOL ADMISSION","year":2021,"lang":"en","type":"other","venue":"TUScholarShare (Temple University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Entrance exam; CLARITY; Medical school; Construct (python library); Flexibility (engineering); Curriculum; Institution; Logistic regression","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005585458,0.0006067015,0.0007829221,0.002486985,0.0002253491,0.0001240331,0.0009014897,0.0009402197,0.08504676],"category_scores_gemma":[0.0005755449,0.0005324585,0.0001612929,0.001267709,0.0002285007,0.0006928689,0.0006642367,0.0008999835,0.0008690885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000352944,"about_ca_system_score_gemma":0.0006471942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004643124,"about_ca_topic_score_gemma":0.001518393,"domain_scores_codex":[0.9957548,0.0009952096,0.0003734459,0.001141667,0.001225569,0.0005092574],"domain_scores_gemma":[0.996722,0.00009820436,0.0006116847,0.0009645852,0.0002856499,0.001317888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008941658,0.002897336,0.0613307,0.009720607,0.00320011,0.006989434,0.0008850664,0.000002075441,0.03615021,0.0141749,0.8419011,0.02185427],"study_design_scores_gemma":[0.003554434,0.0001469241,0.0327602,0.004027383,0.0004629118,0.00005010088,0.000730956,0.00002453135,0.0009904332,0.0001526999,0.9559274,0.001172064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1045405,0.001879908,0.0001889706,0.001522744,0.0009757511,0.002426635,0.007847986,0.001512958,0.8791046],"genre_scores_gemma":[0.0420908,0.0002805683,0.001143873,0.0001551276,0.0002656209,0.000003150175,0.003687444,0.001035733,0.9513377],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1140262,"threshold_uncertainty_score":0.9999089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738330732840889,"score_gpt":0.2513045523534965,"score_spread":0.2339212450250876,"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."}}