{"id":"W4400516490","doi":"10.1186/s12969-024-00993-1","title":"Longitudinal program evaluation of an inter-institutional mentorship network for pediatric rheumatology using a quality improvement framework","year":2024,"lang":"en","type":"article","venue":"Pediatric Rheumatology","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; University of Toronto","funders":"","keywords":"Mentorship; Workforce; Medicine; Rheumatology; Medical education; Internal medicine; Family medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006511442,0.0004012853,0.0008791398,0.0004781118,0.0002296013,0.00005645574,0.0004489935,0.0006411183,0.0005244192],"category_scores_gemma":[0.0008686363,0.0003906383,0.000216444,0.0008290901,0.0001329832,0.0001768724,0.0001349787,0.0005468613,0.00005952633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003644442,"about_ca_system_score_gemma":0.0008929262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003589701,"about_ca_topic_score_gemma":0.00001833316,"domain_scores_codex":[0.9946423,0.0006747961,0.001903472,0.001049907,0.0006750639,0.001054511],"domain_scores_gemma":[0.9970465,0.001208371,0.0006687479,0.0004908839,0.0003503759,0.0002350992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004123811,0.001134194,0.7352192,0.00238565,0.0006424033,0.00001570397,0.00297354,0.0009284156,0.00001236471,0.1164655,0.005771078,0.1340395],"study_design_scores_gemma":[0.02632998,0.009419541,0.3777723,0.00217053,0.01254256,0.003249986,0.004164157,0.1893828,0.0002072599,0.3182517,0.04716532,0.009343878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9425425,0.005776518,0.03099479,0.0001484145,0.01806617,0.00195841,0.00004379222,0.0002861312,0.0001832974],"genre_scores_gemma":[0.9775915,0.0003069598,0.01917176,0.0000230762,0.0008522528,0.001817554,0.0001343609,0.00005125545,0.00005126043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3574469,"threshold_uncertainty_score":0.9998546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1101824997426285,"score_gpt":0.4293938224860542,"score_spread":0.3192113227434257,"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."}}