{"id":"W2883007104","doi":"10.1016/j.jpeds.2018.06.019","title":"Enhancing the Development and Retention of Physician-Scientists in Academic Pediatrics: Strategies for Success","year":2018,"lang":"en","type":"review","venue":"The Journal of Pediatrics","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Mallinckrodt Pharmaceuticals","keywords":"Scopus; Workforce; Medicine; Library science; Family medicine; Medical education; MEDLINE; Political science; Computer science; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01363646,0.0002011134,0.001015089,0.0004893297,0.0001167606,0.00002472185,0.0004015894,0.0002605646,0.000003180161],"category_scores_gemma":[0.01135073,0.00009404567,0.0001759606,0.0008198075,0.000170714,0.0001446564,0.00008490411,0.001348921,0.000002720665],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002444239,"about_ca_system_score_gemma":0.01507994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008520155,"about_ca_topic_score_gemma":0.00001672853,"domain_scores_codex":[0.9963198,0.0003177243,0.001563942,0.0001312543,0.001080367,0.0005869457],"domain_scores_gemma":[0.994673,0.002413822,0.001491611,0.0001869078,0.0005196356,0.0007150342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002108573,0.0001008187,0.000120344,0.1175178,0.0000370465,0.00001735997,0.00259182,6.240871e-7,0.00001187782,0.00006557149,0.008108425,0.8712175],"study_design_scores_gemma":[0.002222124,0.001618011,0.0006337747,0.01769979,0.003688579,0.0002885722,0.001691895,0.00000815323,0.00005699051,0.0007121154,0.9710265,0.0003534452],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01058072,0.9863487,0.001138226,0.0004181484,0.0004385774,0.0009854367,0.00001070701,0.000003085447,0.00007634196],"genre_scores_gemma":[0.0009550233,0.9958699,0.0004783731,0.0001342362,0.002451624,0.00001027114,0.000006175788,0.00002170416,0.00007267061],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9629181,"threshold_uncertainty_score":0.9969771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2225430382232885,"score_gpt":0.4832815599568492,"score_spread":0.2607385217335607,"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."}}