{"id":"W2107254004","doi":"10.1542/peds.2008-1578h","title":"General Pediatrics Resident Perspectives on Training Decisions and Career Choice","year":2008,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Workforce; Flexibility (engineering); Family medicine; Training (meteorology); Residency training; Program director; Medical education; Continuing education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002301723,0.0001394392,0.0001291462,0.0004608411,0.0008068951,0.0007420615,0.0003089351,0.000509221,0.007933197],"category_scores_gemma":[0.009255425,0.0001192378,0.0002012005,0.000518221,0.001006819,0.0004656086,0.001000028,0.0007612039,0.0004727769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00101929,"about_ca_system_score_gemma":0.001786139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0108838,"about_ca_topic_score_gemma":0.02230716,"domain_scores_codex":[0.998362,0.0008953488,0.00005211023,0.00007848624,0.0002678201,0.0003442187],"domain_scores_gemma":[0.9919243,0.002289997,0.002072359,0.00009175269,0.0005121157,0.003109421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001219748,0.0002403208,0.919239,0.000209524,0.00004114094,0.001181725,0.02459024,0.0002251894,0.0004877943,0.0006195476,0.01253953,0.04050402],"study_design_scores_gemma":[0.00002373547,0.0002349095,0.9365475,0.0002844894,0.00001799167,0.002171046,0.04511677,0.0001849812,0.0001542892,0.0004577258,0.01477712,0.00002939292],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861988,0.0007883147,0.00008052128,0.005700852,0.0000462498,0.000006943656,0.00008963826,0.000007522416,0.007081286],"genre_scores_gemma":[0.9970942,0.0008608543,0.0001121302,0.0009340636,0.00004522123,0.000004606195,0.00007208339,0.000003540075,0.0008734094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0108838,"threshold_uncertainty_score":0.02653921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09602294087852473,"score_gpt":0.3137536044652742,"score_spread":0.2177306635867494,"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."}}