{"id":"W2961037218","doi":"10.1016/j.clon.2019.06.017","title":"Medical Oncology Workload in Europe: One Continent, Several Worlds","year":2019,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Javna Agencija za Raziskovalno Dejavnost RS","keywords":"Medicine; Workload; Oncology; MEDLINE; Internal medicine; Management","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":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.003113627,0.0002514633,0.001907171,0.0001694515,0.00004461583,0.000004202603,0.0003904945,0.001639017,0.006639942],"category_scores_gemma":[0.003627386,0.0002082136,0.0002218382,0.0005862144,0.001037561,0.00008380684,0.0001718003,0.002570984,0.001757038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004782799,"about_ca_system_score_gemma":0.002497931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001482245,"about_ca_topic_score_gemma":0.0002233679,"domain_scores_codex":[0.9955063,0.001100922,0.001632684,0.0007265558,0.0003630776,0.0006703855],"domain_scores_gemma":[0.993382,0.004970601,0.0003748208,0.0005341515,0.0001836638,0.000554723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005543204,0.005152177,0.5011169,0.00003718088,0.0002319259,0.002441206,0.0001342918,0.00001469296,0.00008852076,0.002003768,0.01435296,0.4688832],"study_design_scores_gemma":[0.01491083,0.007121932,0.1688013,0.0001545217,0.00005977612,0.0003577562,0.00004215724,0.0003494792,0.000007016137,0.0003193915,0.8076779,0.0001979532],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7188802,0.002417577,0.0007057858,0.08416732,0.009515231,0.001158942,0.000003577785,0.0001687523,0.1829826],"genre_scores_gemma":[0.7563005,0.02036981,0.02206974,0.1433806,0.008139482,0.0001256101,0.00006178368,0.0001377019,0.04941476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7933249,"threshold_uncertainty_score":0.9997301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06188032672882034,"score_gpt":0.4992641182305326,"score_spread":0.4373837915017122,"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."}}