{"id":"W6958104340","doi":"10.60692/p1jxe-x2k97","title":"Medical career expectations of academically talented high school students: a nationwide cross-sectional study in China","year":2020,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"China; Affect (linguistics); Medical school; Perception; Liberal arts education; Logit; The arts; Logistic regression","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":[0.0007860456,0.0002366359,0.000290222,0.001118875,0.0009797221,0.0006177329,0.0004015536,0.0005394904,0.001639684],"category_scores_gemma":[0.001129406,0.0003071973,0.0003598682,0.001474344,0.0003253434,0.0004904009,0.0006237752,0.0006054057,0.0002055969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007440264,"about_ca_system_score_gemma":0.001089064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02575296,"about_ca_topic_score_gemma":0.03485528,"domain_scores_codex":[0.999512,0.00007625001,0.00006423596,0.00007901076,0.0001319649,0.0001365501],"domain_scores_gemma":[0.9986534,0.00009775944,0.0004102925,0.00004358227,0.0001846718,0.0006102988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008651248,0.00004703761,0.9991006,0.000007417758,0.000008450809,0.00003867983,0.0001976601,0.000007473341,0.00005594101,0.000008552602,0.00006162139,0.0004579581],"study_design_scores_gemma":[0.000001350401,0.00003425401,0.9992049,0.000003856694,0.000003829693,0.00003213313,0.0005832786,0.00005709832,0.00001082791,0.000005554603,0.00006110777,0.000001862711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996096,0.00003908342,0.00001244062,0.000039338,0.000002023575,0.000006717345,0.000117134,6.320392e-7,0.0001730357],"genre_scores_gemma":[0.9995863,0.00004386728,0.00001946758,0.00004026432,0.000003315983,0.000008505228,0.0001674578,3.519088e-7,0.0001304387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02575296,"threshold_uncertainty_score":0.05120611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04956183490156389,"score_gpt":0.3338883354353754,"score_spread":0.2843265005338115,"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."}}