{"id":"W3101765778","doi":"10.25282/ted.685039","title":"From Medical School Application to Being Family Physician: Education And Career Journey of Medical Students","year":2020,"lang":"en","type":"article","venue":"Tıp Eğitimi Dünyası","topic":"Medical Education and Admissions","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Internship; Graduation (instrument); Bachelor; Medical education; Family medicine; Medicine; China; Medical school; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00037196,0.0001514561,0.0003648052,0.0000804416,0.00006471724,0.00002842043,0.0003843289,0.0002080717,0.004407605],"category_scores_gemma":[0.00593737,0.0001294332,0.00006234234,0.0003104052,0.00008955847,0.00006314775,0.0001741989,0.0004495684,0.0001818819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004945129,"about_ca_system_score_gemma":0.002725895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002182988,"about_ca_topic_score_gemma":0.000003392987,"domain_scores_codex":[0.9964931,0.00006494829,0.0004654103,0.000365768,0.002408769,0.0002020328],"domain_scores_gemma":[0.9937707,0.0001179199,0.0000984434,0.0002595316,0.0001671465,0.005586226],"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":[0.0002850052,0.003359403,0.02252838,0.0004975831,0.0003001379,0.00004124478,0.01272965,0.000003130881,0.01642952,0.002678266,0.4952507,0.4458969],"study_design_scores_gemma":[0.0108286,0.001265765,0.2734955,0.005741323,0.000864762,0.00006670169,0.02894805,0.008168893,0.007577912,0.002148142,0.6596042,0.001290198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7286459,0.0005527682,0.003390923,0.2596431,0.0004533598,0.0006874744,0.00001613541,0.00009278503,0.006517604],"genre_scores_gemma":[0.8365253,0.0001359276,0.001069059,0.1601744,0.001688923,0.0000581344,0.000105136,0.00002348515,0.00021966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4446067,"threshold_uncertainty_score":0.9965025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03107025599695433,"score_gpt":0.3833505473469217,"score_spread":0.3522802913499674,"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."}}