{"id":"W4308807819","doi":"10.36660/abc.20220355","title":"Avaliação Psicométrica da Prova de Título de Especialista em Cardiologia da Sociedade Brasileira de Cardiologia","year":2022,"lang":"pt","type":"article","venue":"Arquivos Brasileiros de Cardiologia","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Medicine; Certification; Cardiology; Internal medicine; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","research_integrity"],"category_scores_codex":[0.04979481,0.002380234,0.005475129,0.002100021,0.004065527,0.002089051,0.009522844,0.002345008,0.001453198],"category_scores_gemma":[0.1026992,0.002244604,0.00404021,0.009077832,0.001971876,0.0006482573,0.005958486,0.00601099,0.0003236669],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00620849,"about_ca_system_score_gemma":0.004496564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001003558,"about_ca_topic_score_gemma":0.00002014492,"domain_scores_codex":[0.9566261,0.02401699,0.003871168,0.004922887,0.003551913,0.007010903],"domain_scores_gemma":[0.950174,0.03915621,0.002690376,0.005237381,0.0008963002,0.001845765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005599648,0.0002533029,0.8128758,0.0001091553,0.001348628,0.001456794,0.003790625,0.02027868,0.006325861,0.0007869247,0.1314419,0.02077238],"study_design_scores_gemma":[0.002801957,0.001898784,0.9332549,0.0001010539,0.0009398398,0.003871828,0.02446283,0.004908121,0.0006029199,0.005707741,0.01841399,0.003036031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8967764,0.008683076,0.07214103,0.0006390498,0.00668943,0.002589429,0.002136491,0.001287633,0.009057478],"genre_scores_gemma":[0.9658575,0.0005630688,0.02100251,0.004205701,0.003146061,0.001103482,0.0001920004,0.0003088785,0.003620767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1203791,"threshold_uncertainty_score":0.9994596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2540396377354422,"score_gpt":0.4099368379858626,"score_spread":0.1558972002504204,"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."}}