{"id":"W2062002094","doi":"10.1007/s11606-008-0579-z","title":"Changes in U.S. Medical Students’ Specialty Interests over the Course of Medical School","year":2008,"lang":"en","type":"article","venue":"Journal of General Internal Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":215,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Centers for Disease Control and Prevention; American Cancer Society","keywords":"Specialty; Prestige; Medicine; Workforce; Medical education; Family medicine; Medical school","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001336127,0.00009466027,0.000130125,0.001345324,0.0009880573,0.001210806,0.0003971319,0.0007217502,0.006064778],"category_scores_gemma":[0.007417612,0.0001128479,0.0002061735,0.001680527,0.000521262,0.0006707141,0.001314383,0.000891723,0.0007491719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001431196,"about_ca_system_score_gemma":0.00172288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02230211,"about_ca_topic_score_gemma":0.07191481,"domain_scores_codex":[0.9991642,0.0001791692,0.00004370998,0.00006959103,0.0001709582,0.0003723451],"domain_scores_gemma":[0.9907549,0.001133835,0.002258272,0.0001096664,0.001628321,0.004114922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002024228,0.0001944139,0.9714103,0.00001774654,0.00001906084,0.00005617524,0.002590725,0.00009511798,0.0003672061,0.0003870207,0.003854814,0.02080502],"study_design_scores_gemma":[0.000003448298,0.00004302818,0.995773,0.000008652822,0.00000276067,0.00003125015,0.002546535,0.00008298297,0.00009516485,0.00005655057,0.001353945,0.000002542555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924211,0.0001887322,0.00004111629,0.002274476,0.0000332589,0.000004224989,0.0002785464,0.000005795498,0.004752786],"genre_scores_gemma":[0.9985694,0.00007801563,0.00001926413,0.000252503,0.00002174961,0.000002653646,0.0001431298,0.000001890406,0.0009113071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02230211,"threshold_uncertainty_score":0.0443446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04636846615653255,"score_gpt":0.3895140735262049,"score_spread":0.3431456073696723,"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."}}