{"id":"W4415794582","doi":"10.1161/circ.152.suppl_3.4364577","title":"Abstract 4364577: Climbing the Academic Ladder in Pediatric Cardiology: Career Advancement, Fulfillment and Challenges - A Survey Study","year":2025,"lang":"en","type":"article","venue":"Circulation","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Promotion (chess); Feeling; Job satisfaction; Workload; Burnout; Descriptive statistics; Descriptive research; Full-time; Workforce","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002373129,0.0001699016,0.0002455609,0.001104449,0.0007097225,0.0007600623,0.0004050369,0.0004427936,0.003737051],"category_scores_gemma":[0.004054369,0.0002804023,0.0002443926,0.00190415,0.0002741037,0.001009743,0.0008250339,0.0008264061,0.001405671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006057722,"about_ca_system_score_gemma":0.001478342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003787595,"about_ca_topic_score_gemma":0.006145695,"domain_scores_codex":[0.9988638,0.0003919853,0.0001590002,0.00008135432,0.0002695281,0.0002343153],"domain_scores_gemma":[0.9957154,0.0008810866,0.001395821,0.0001426405,0.0008378436,0.001027194],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001935065,0.00022779,0.9931521,0.0000528891,0.000007654407,0.00007553167,0.001573889,0.0000184634,0.00009615536,0.00002326363,0.001091301,0.003661523],"study_design_scores_gemma":[0.000006665932,0.0004029641,0.9872156,0.00005484901,0.000007247002,0.0002920003,0.009653082,0.00009928986,0.00008026219,0.00001795074,0.00216467,0.000005361858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970594,0.0001277762,0.00009742865,0.0002238143,0.000009401007,0.0001337602,0.001243168,0.000005151272,0.001100012],"genre_scores_gemma":[0.9957424,0.0005258943,0.0005269707,0.0004062227,0.00003415846,0.0004208671,0.001288249,0.000007629521,0.001047626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9976269,"threshold_uncertainty_score":0.01255047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1258700990880325,"score_gpt":0.34717792669256,"score_spread":0.2213078276045275,"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."}}