{"id":"W4327930527","doi":"10.51161/hematoclil2023/16147","title":"MÉTODOS DIAGNÓSTICO DAS DOENÇAS ONCO-HEMATOLÓGICAS","year":2023,"lang":"pt","type":"article","venue":"","topic":"Palliative and Oncologic Care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Medicine","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":[0.0005183704,0.0004706384,0.001001559,0.0002873419,0.000218873,0.00005934335,0.0003116601,0.0004169072,0.009595226],"category_scores_gemma":[0.001337329,0.0003557344,0.0003787522,0.001299469,0.0001899416,0.00009823083,0.0003312835,0.0005521629,0.02941715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002764937,"about_ca_system_score_gemma":0.0003784554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001432195,"about_ca_topic_score_gemma":0.0001526822,"domain_scores_codex":[0.9967666,0.0001509836,0.0006408882,0.0007536105,0.0007070805,0.0009808772],"domain_scores_gemma":[0.9971004,0.001166051,0.000172235,0.0007628058,0.0002293209,0.0005691604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002010784,0.0004828582,0.1148078,0.0005720565,0.0003484972,0.004838998,0.003048575,0.00001473572,0.001445489,0.005700275,0.8613176,0.007221973],"study_design_scores_gemma":[0.008481087,0.002565826,0.4794388,0.001326273,0.001260305,0.0001938767,0.0201112,0.003657807,0.006249776,0.001234185,0.474046,0.001434873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5046591,0.003937245,0.0007985546,0.02767433,0.004930196,0.002415067,0.0002643653,0.001893262,0.4534279],"genre_scores_gemma":[0.7846802,0.001553199,0.0001224521,0.00419174,0.00105946,0.00008856871,0.0001697222,0.00006209954,0.2080725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3872717,"threshold_uncertainty_score":0.9998895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09076707462543603,"score_gpt":0.4161909941712733,"score_spread":0.3254239195458372,"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."}}