{"id":"W2918772878","doi":"10.7759/cureus.4168","title":"The Cost of Board Examination and Preparation: An Overlooked Factor in Medical Student Debt","year":2019,"lang":"en","type":"article","venue":"Cureus","topic":"Innovations in Medical Education","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Heritage College","funders":"","keywords":"Medicine; Medical education; Test (biology); Descriptive statistics; United States Medical Licensing Examination; Attendance; Osteopathic medicine in the United States; Student debt; Family medicine; Licensure; Resource (disambiguation); Medical school; Debt; Statistics; Alternative medicine; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005829455,0.00005716181,0.0001165442,0.00004456704,0.00003186998,0.00001124689,0.00008598663,0.00009099596,0.0003083065],"category_scores_gemma":[0.0006726978,0.00003980542,0.00001114933,0.0001601286,0.00008017583,0.00009864562,0.00002374227,0.0001414715,0.000009818359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009570164,"about_ca_system_score_gemma":0.0001353261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000302136,"about_ca_topic_score_gemma":0.00007879991,"domain_scores_codex":[0.9989556,0.00005720422,0.0002662427,0.0001301036,0.0004964932,0.00009435371],"domain_scores_gemma":[0.9994103,0.00009171245,0.00007246308,0.0002409994,0.0001372836,0.00004721239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001611167,0.001034834,0.5955713,0.0001363427,0.0000604515,0.000005849336,0.01096039,0.000004961664,0.002541802,0.01455656,0.001670105,0.3732963],"study_design_scores_gemma":[0.0009627827,0.0003009398,0.9893705,0.00007140569,0.00001092162,0.00000774509,0.001453897,0.002456283,0.0004179045,0.00008560924,0.004811522,0.0000504529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959396,0.0001716461,0.0000990899,0.0008578525,0.0003813379,0.0005394087,8.446311e-7,0.00001127962,0.00199898],"genre_scores_gemma":[0.9988906,0.00008564764,0.0001795769,0.0002821546,0.000086299,0.00003412396,0.00002293365,0.000006083254,0.0004125739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3937992,"threshold_uncertainty_score":0.337574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01816361618125129,"score_gpt":0.3840662359269846,"score_spread":0.3659026197457333,"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."}}