{"id":"W4206704583","doi":"10.3332/ecancer.2022.1340","title":"Clinical research in oncology: in memory of Professor Gordon McVie","year":2022,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Clinical trial; Drug development; Clinical Oncology; Alternative medicine; Pharmacodynamics; Oncology; Pharmacology; Drug; Internal medicine; Pharmacokinetics; Cancer; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.005508653,0.00006868595,0.0002030697,0.000143273,0.00008695765,0.000003647419,0.0005803775,0.00009558169,0.0001567063],"category_scores_gemma":[0.0009255537,0.00007077477,0.00004588771,0.0006762712,0.0007541971,0.000002832924,0.0007126732,0.0005003482,0.000002970719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00019448,"about_ca_system_score_gemma":0.001883246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002957082,"about_ca_topic_score_gemma":0.00134086,"domain_scores_codex":[0.997813,0.0004302875,0.0005012934,0.000442237,0.0004379163,0.0003752547],"domain_scores_gemma":[0.9991597,0.0002533378,0.0001036503,0.0003233962,0.00005955319,0.0001003673],"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":[0.001364721,0.003956872,0.460296,0.0001707686,0.0000277876,0.0001980381,0.001899914,0.003235538,0.1221052,0.0022519,0.07085554,0.3336377],"study_design_scores_gemma":[0.004228381,0.004167209,0.1791281,0.0001176211,0.000006660784,0.00001904086,0.003192164,0.001478279,0.01201059,0.002910902,0.7922778,0.000463183],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897755,0.001350083,0.00002315892,0.001611909,0.0008452341,0.0002815943,0.00002131245,0.00000239857,0.006088763],"genre_scores_gemma":[0.9973957,0.001255196,0.0001806431,0.0004485553,0.0001895376,0.0001649669,0.000009837019,0.000007767613,0.0003478172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7214223,"threshold_uncertainty_score":0.3340798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08079782283408941,"score_gpt":0.4590102724297149,"score_spread":0.3782124495956255,"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."}}