{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02406442,0.001447208,0.00252539,0.002384138,0.002515468,0.01191604,0.003784454,0.01147478,0.008610683],"category_scores_gemma":[0.06325012,0.0007791392,0.001153485,0.002823817,0.00694975,0.01237739,0.003778241,0.04202631,0.008590889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003618471,"about_ca_system_score_gemma":0.01042848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002581173,"about_ca_topic_score_gemma":0.005358374,"domain_scores_codex":[0.9863017,0.004032133,0.001551962,0.002499141,0.00461227,0.001002724],"domain_scores_gemma":[0.924285,0.02552602,0.004280129,0.002408054,0.02389269,0.01960805],"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":[0.00004125167,0.00001678897,0.0001741933,0.0002334441,0.00001920624,0.0001937957,0.0002590161,0.00005267447,0.000100665,0.002051465,0.9675818,0.02927568],"study_design_scores_gemma":[0.00001728456,0.00004429226,0.0001999605,0.0005747048,0.0000126351,0.0008205436,0.0003488963,0.00005617267,0.000120933,0.004017414,0.9937536,0.0000336817],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001083713,0.05108946,0.0006829333,0.8032844,0.1431304,0.00001708664,0.0000285041,0.00003379546,0.001625039],"genre_scores_gemma":[0.003243444,0.09987003,0.001527046,0.5484906,0.3186497,0.00006009558,0.00006177658,0.0001231274,0.02797418],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02406442,"threshold_uncertainty_score":0.1272663,"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."}}