{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004559984,0.0002923565,0.000525536,0.0030682,0.001908077,0.003584483,0.001242259,0.0008360362,0.008987646],"category_scores_gemma":[0.04217749,0.0002382505,0.001123955,0.003613619,0.002667689,0.002696488,0.003303244,0.002546519,0.0006680994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001761134,"about_ca_system_score_gemma":0.002808535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009053612,"about_ca_topic_score_gemma":0.01198108,"domain_scores_codex":[0.995893,0.001783342,0.0003038357,0.0002451823,0.0009280781,0.0008466049],"domain_scores_gemma":[0.9526854,0.01844925,0.01522962,0.0008554833,0.00263312,0.01014725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001992079,0.0004688379,0.983433,0.00003148875,0.00005261121,0.0001533446,0.003975134,0.00006165596,0.0001142333,0.00124369,0.001034577,0.009232129],"study_design_scores_gemma":[0.00000945164,0.0003970117,0.9849193,0.00004170076,0.00001698452,0.00008880725,0.01244657,0.0003539043,0.00006072727,0.0005455157,0.001104249,0.00001575711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930692,0.000167376,0.0001016289,0.001284339,0.00003340014,0.00003246419,0.0001293992,0.000006824576,0.005175373],"genre_scores_gemma":[0.9987565,0.00008813539,0.00004474965,0.00009793872,0.00004573228,0.00001459771,0.0001169062,0.000004094229,0.0008313276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009053612,"threshold_uncertainty_score":0.03006661,"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."}}