{"id":"W7127124897","doi":"10.18103/mra.v14i1.7125","title":"Teacher Training and Innovative Curriculum at the Faculty of Medical Sciences of the National University of Asunción: Strengths and Challenges of a Transformative Process","year":2025,"lang":"","type":"article","venue":"Medical Research Archives","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fakultet Medicinskih Nauka, Univerziteta U Kragujevcu; Strong","keywords":"Accreditation; Curriculum; Transformative learning; Thematic analysis; Faculty development; Documentation; Process (computing); Professional development","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":[],"consensus_categories":[],"category_scores_codex":[0.03349276,0.0003050149,0.0002449196,0.001269593,0.01316259,0.0118878,0.001371325,0.001652321,0.00199305],"category_scores_gemma":[0.02592124,0.0003271205,0.0002540321,0.001429572,0.01253254,0.004974491,0.008684369,0.003402621,0.0002685619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01741623,"about_ca_system_score_gemma":0.05754447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008798882,"about_ca_topic_score_gemma":0.0149041,"domain_scores_codex":[0.9763072,0.01671364,0.0006155304,0.001038517,0.003048048,0.002277128],"domain_scores_gemma":[0.9758935,0.01084843,0.002504559,0.001705164,0.00400561,0.005042637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001048059,0.0007616767,0.02332932,0.0005831574,0.00001672286,0.001159504,0.6136701,0.001075175,0.002594715,0.1278159,0.01088082,0.218008],"study_design_scores_gemma":[0.00004055893,0.0003965627,0.0323459,0.001049117,0.00001637481,0.0004740425,0.6494715,0.001286636,0.003244817,0.01811511,0.2934704,0.00008891472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8329421,0.00289291,0.0156772,0.07887453,0.0008362056,0.0005237579,0.00004523438,0.0001088371,0.06809933],"genre_scores_gemma":[0.9747953,0.0007363753,0.01262295,0.001231965,0.00007524793,0.000191994,0.00002744255,0.00002619166,0.01029245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03349276,"threshold_uncertainty_score":0.1771287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1201002356310493,"score_gpt":0.4650857735237199,"score_spread":0.3449855378926706,"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."}}