{"id":"W4220773934","doi":"10.1080/10872981.2022.2057791","title":"Impact of social pediatrics rotation on residents’ understanding of social determinants of health","year":2022,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta","funders":"Alberta Medical Association","keywords":"Medicine; Social determinants of health; Family medicine; Psychology; Pediatrics; Medical education; Nursing; Public health","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001519818,0.00008979789,0.0003877412,0.0002295692,0.0006545472,9.195982e-7,0.0001526678,0.00009837813,0.001412006],"category_scores_gemma":[0.0008201562,0.00008272361,0.0001095694,0.0004331098,0.00007080551,0.00003269318,0.00006941455,0.0005665261,0.000001990766],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009417064,"about_ca_system_score_gemma":0.01090962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008659845,"about_ca_topic_score_gemma":0.0001555956,"domain_scores_codex":[0.9967409,0.0008641427,0.001100817,0.0001492753,0.0008862576,0.0002586341],"domain_scores_gemma":[0.998141,0.0002604325,0.001227721,0.0001016658,0.0001320965,0.0001370743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000523424,0.009586678,0.8195426,0.0030254,0.00002944055,7.009873e-7,0.06379877,0.00001354208,0.0000330307,0.007716625,0.05885918,0.03687063],"study_design_scores_gemma":[0.001072659,0.0004239875,0.9741957,0.0002108757,0.00001322181,5.321745e-7,0.0230491,0.0001281838,0.000002067476,0.0006378259,0.0001993232,0.00006657764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908625,0.00007640156,0.00008048359,0.007371305,0.0008496881,0.0004130991,0.0002109478,0.00001255388,0.0001230038],"genre_scores_gemma":[0.9977643,0.00006103965,0.00004729169,0.0009958661,0.0007174841,0.000005369252,0.0002709501,0.00001441857,0.0001232791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1546531,"threshold_uncertainty_score":0.9995008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1174475243970302,"score_gpt":0.5239949644677578,"score_spread":0.4065474400707276,"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."}}