{"id":"W4402053777","doi":"10.51473/rcmos.v1i1.2024.577","title":"ATUALIZAÇÕES EM BIOMARCADORES PARA DIAGNÓSTICO PRECOCE DE DOENÇAS ÓSSEAS","year":2024,"lang":"pt","type":"article","venue":"RCMOS - Revista Científica Multidisciplinar O Saber","topic":"Health Education and Validation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003699098,0.0006956275,0.0007381262,0.0004719041,0.001669088,0.002263815,0.0009274143,0.0005789077,0.004737327],"category_scores_gemma":[0.001783925,0.0006555382,0.0005202641,0.002739349,0.0005203183,0.0008803485,0.0003374534,0.0007073791,0.004550982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001200597,"about_ca_system_score_gemma":0.00221748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002385595,"about_ca_topic_score_gemma":0.0003910224,"domain_scores_codex":[0.9924148,0.001502217,0.001354627,0.001633898,0.001306433,0.001787977],"domain_scores_gemma":[0.9956948,0.001268689,0.0003709231,0.0009446548,0.0004010444,0.001319947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001655724,0.002224409,0.01819029,0.006111749,0.0003802955,0.0001385799,0.58082,0.00008877974,0.001731372,0.05622485,0.2774879,0.0564362],"study_design_scores_gemma":[0.0005893687,0.0001765484,0.03395334,0.002131489,0.0003876837,0.00001579654,0.04051432,0.01308754,0.0003366933,0.0004180221,0.9071655,0.001223677],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9151137,0.02339047,0.003412933,0.03580226,0.00881993,0.004207086,0.0005711193,0.001240845,0.007441699],"genre_scores_gemma":[0.9546502,0.003044355,0.0006192153,0.0003993532,0.002093911,0.0002970583,0.0002316155,0.000142932,0.03852135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6296777,"threshold_uncertainty_score":0.9996306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039809251549189,"score_gpt":0.4373248674831026,"score_spread":0.3333439423281837,"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."}}