{"id":"W4200280076","doi":"10.11565/arsmed.v46i4.1853","title":"New beginnings in post graduate medical education. Latin American Medical Education Leaders Forum","year":2021,"lang":"en","type":"article","venue":"ARS MEDICA Revista de Ciencias Médicas","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Latin Americans; Medical education; Thematic analysis; Surprise; Snowball sampling; Graduate medical education; Pandemic; Openness to experience; Political science; Psychology; Medicine; Sociology; Coronavirus disease 2019 (COVID-19); Qualitative research; Accreditation; Social 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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002688707,0.0004164996,0.0008162351,0.0007879055,0.0002288404,0.00008946193,0.0007273883,0.0004731871,0.005949495],"category_scores_gemma":[0.06433271,0.0004066537,0.0001989537,0.004455697,0.001594772,0.0002398253,0.0001926923,0.001942479,0.000186945],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047034,"about_ca_system_score_gemma":0.083193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001138358,"about_ca_topic_score_gemma":0.0002043724,"domain_scores_codex":[0.9921882,0.0003097779,0.001443324,0.0009694797,0.004026005,0.001063252],"domain_scores_gemma":[0.9949165,0.0003029559,0.0004978721,0.001056733,0.001105504,0.002120411],"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":[0.00003490202,0.001292339,0.03183275,0.0001415954,0.00004704304,0.000188593,0.002155903,3.463543e-7,0.0001258173,0.01124971,0.3631021,0.5898289],"study_design_scores_gemma":[0.004439185,0.0006243312,0.3185822,0.006771908,0.0004014964,0.004136772,0.05876202,0.002514777,0.0004150087,0.002410129,0.5995196,0.001422672],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6032031,0.001830138,0.002170432,0.3826485,0.001366006,0.0005929883,0.000002691089,0.0001659907,0.008020243],"genre_scores_gemma":[0.7395785,0.001163618,0.02653069,0.2247265,0.001560317,0.0002403013,0.0006963827,0.0001261042,0.005377596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5884063,"threshold_uncertainty_score":0.9998385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02520927356410494,"score_gpt":0.3537892484826016,"score_spread":0.3285799749184966,"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."}}