{"id":"W4406031492","doi":"10.36692/templatecpaqv","title":"TEMPLATE REVISTA CPAQV","year":2024,"lang":"pt","type":"article","venue":"Revista CPAQV - Centro de Pesquisas Avançadas em Qualidade de Vida","topic":"Health and Medical Education","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.01241647,0.001567408,0.002303852,0.000899836,0.002006342,0.001606739,0.001445234,0.002099529,0.01423308],"category_scores_gemma":[0.007697256,0.001541686,0.0009759272,0.002223858,0.0003753715,0.0006356324,0.0004987256,0.005933349,0.01080328],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005579148,"about_ca_system_score_gemma":0.01679566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001692798,"about_ca_topic_score_gemma":0.000204781,"domain_scores_codex":[0.9780655,0.006614698,0.004501986,0.002425878,0.001948984,0.006442987],"domain_scores_gemma":[0.9855895,0.004265212,0.00116254,0.002395697,0.0004720298,0.006115046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005058562,0.0008241538,0.003375305,0.04275763,0.0004193674,0.0007927668,0.06287095,0.00001808375,0.0005405862,0.07420492,0.784844,0.02884637],"study_design_scores_gemma":[0.001687432,0.0003409979,0.002006696,0.01550243,0.0007502845,0.0001919286,0.01355301,0.002984542,0.00005738187,0.0007062952,0.960776,0.001443035],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4207308,0.2592582,0.05018179,0.1931166,0.03311199,0.01801482,0.004631205,0.004887098,0.01606758],"genre_scores_gemma":[0.8523134,0.0163602,0.002312183,0.03870715,0.01602456,0.0008487197,0.001975342,0.001025169,0.07043327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4315826,"threshold_uncertainty_score":0.9997074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06052507627970186,"score_gpt":0.4404802786524471,"score_spread":0.3799552023727452,"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."}}