{"id":"W3146246384","doi":"10.21727/rs.v12i1.2361","title":"Percurso do diagnóstico de malignidades","year":2021,"lang":"pt","type":"article","venue":"Revista de Saúde","topic":"Women's cancer prevention and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007890948,0.0003155787,0.0005762134,0.0001185007,0.0001390595,0.000317797,0.0002089852,0.0001572406,0.009945333],"category_scores_gemma":[0.0004591279,0.0003360048,0.0003353787,0.0004160174,0.00008172436,0.00008267791,0.0002063001,0.0003634809,0.0008520568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007652348,"about_ca_system_score_gemma":0.0006715552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002144437,"about_ca_topic_score_gemma":0.000005006627,"domain_scores_codex":[0.9973756,0.0003873942,0.0004975561,0.0005661913,0.0003975516,0.00077567],"domain_scores_gemma":[0.9983244,0.0001187533,0.0001499663,0.0007759528,0.0001323947,0.0004985467],"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":[0.0003569661,0.002584063,0.08543978,0.01675489,0.002594898,0.009665393,0.006559829,0.00007159699,0.02073205,0.2503737,0.4315259,0.1733409],"study_design_scores_gemma":[0.002068967,0.0001843859,0.03920821,0.002856332,0.001303591,0.0002419863,0.003181459,0.0001955025,0.001405313,0.0003899498,0.9484562,0.0005080961],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4210069,0.226116,0.04683273,0.03521609,0.00356549,0.004042167,0.0003189865,0.0008246149,0.262077],"genre_scores_gemma":[0.8811147,0.01022612,0.001181898,0.005370732,0.0009228952,0.0000850599,0.00007483156,0.00008367324,0.1009401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5169303,"threshold_uncertainty_score":0.9999259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01580940490486408,"score_gpt":0.2989598318137993,"score_spread":0.2831504269089352,"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."}}