{"id":"W3119687705","doi":"10.3390/curroncol28010030","title":"Polipharmacy and Multimorbity in Oncological Patients: An Open Challenge","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Metabolism, Diabetes, and Cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Disease; Diabetes mellitus; Incidence (geometry); Population; Cancer; Type 2 diabetes; Intensive care medicine; Internal medicine; Environmental health; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007165539,0.0003172985,0.001548448,0.0006990113,0.0009065982,0.002665446,0.00109505,0.003048133,0.004766761],"category_scores_gemma":[0.01553573,0.000189866,0.0007726718,0.0007729694,0.001554702,0.004498747,0.001261919,0.004810723,0.0008999059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001814796,"about_ca_system_score_gemma":0.004977825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004847456,"about_ca_topic_score_gemma":0.008389901,"domain_scores_codex":[0.9979978,0.0008809529,0.0003335277,0.0002156209,0.000408787,0.0001633576],"domain_scores_gemma":[0.9843481,0.01012331,0.001097358,0.0006509012,0.002625593,0.001154735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006920796,0.0005025998,0.01981583,0.002760627,0.0003477903,0.001423422,0.0006853061,0.0001932119,0.0004998697,0.01458114,0.06648054,0.8920175],"study_design_scores_gemma":[0.0005246421,0.001506221,0.06018382,0.01402107,0.0008006205,0.01249438,0.007796581,0.001626816,0.0008902043,0.08757188,0.8123888,0.0001950042],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01413587,0.5439969,0.002008995,0.4242593,0.005219772,0.00004723748,0.0001899768,0.00003923175,0.01010278],"genre_scores_gemma":[0.2251697,0.5829822,0.01214597,0.1228137,0.04971524,0.0002562896,0.0002656561,0.00009331721,0.006557852],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007165539,"threshold_uncertainty_score":0.03789544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1401745923848519,"score_gpt":0.4510315828347499,"score_spread":0.3108569904498981,"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."}}