{"id":"W2953583467","doi":"10.1136/bmjopen-2019-029980","title":"Effect of medical student debt on mental health, academic performance and specialty choice: a systematic review","year":2019,"lang":"en","type":"review","venue":"BMJ Open","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":229,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Adelaide; State University of New York","keywords":"Medicine; Specialty; Mental health; Debt; Student debt; Medical education; Public health; Family medicine; Alternative medicine; Psychiatry; Nursing; Pathology","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":[0.02629152,0.0002406007,0.003509535,0.00006809504,0.0002424984,0.00006024032,0.002679183,0.0003042304,0.0002859083],"category_scores_gemma":[0.001278778,0.0001557206,0.0001914483,0.000260871,0.0001994384,0.0001232645,0.0008437142,0.0005964537,0.000191789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002715621,"about_ca_system_score_gemma":0.001117432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003652583,"about_ca_topic_score_gemma":0.00009601827,"domain_scores_codex":[0.992769,0.002676649,0.0008799303,0.0003228671,0.003069778,0.0002817484],"domain_scores_gemma":[0.9976703,0.0007791003,0.0008713452,0.0003677169,0.00003177836,0.0002797834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000005799028,0.00001305836,0.00003263348,0.7968628,0.00006838639,0.000002266888,0.000721915,2.556699e-9,1.902759e-10,0.000189764,0.01115492,0.1909484],"study_design_scores_gemma":[0.0002289861,0.0003195104,0.000003450129,0.6225169,0.0005487067,0.000005847851,0.0002297759,2.423689e-7,8.004873e-9,4.191642e-7,0.3760469,0.00009924514],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001476081,0.9559441,9.973391e-8,0.001343159,0.0006265847,0.03307393,0.00001820477,0.000009448689,0.008969701],"genre_scores_gemma":[0.000004909956,0.9962164,0.000001630751,0.001361087,0.0002673524,0.0005258911,0.00002870206,0.00001113683,0.001582882],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.364892,"threshold_uncertainty_score":0.9112167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390957993510105,"score_gpt":0.5510235412649495,"score_spread":0.411927741913939,"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."}}