{"id":"W4403866302","doi":"10.33590/emjoncol/bell7710","title":"From Podium into Practice: Working Together to Revolutionise Cancer Care in the Real World","year":2024,"lang":"en","type":"article","venue":"EMJ Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"AstraZeneca (Canada)","funders":"AstraZeneca","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.05131034,0.00171961,0.001844275,0.002799734,0.01057515,0.02584868,0.004824998,0.01674482,0.02532046],"category_scores_gemma":[0.09204756,0.001355438,0.002698801,0.001811437,0.01693096,0.03857277,0.04222906,0.04643558,0.01910561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006993049,"about_ca_system_score_gemma":0.0270421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001854031,"about_ca_topic_score_gemma":0.003794804,"domain_scores_codex":[0.9323524,0.03842421,0.002885337,0.004365711,0.01603919,0.005933095],"domain_scores_gemma":[0.8647609,0.02572644,0.005919224,0.01013963,0.01454411,0.07890975],"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":[0.00007559804,0.0004007061,0.001374827,0.0008809223,0.000141873,0.0006631316,0.01025901,0.000256596,0.0004799723,0.02089562,0.7862693,0.1783025],"study_design_scores_gemma":[0.00006026068,0.0002838848,0.001284763,0.001390797,0.0000376471,0.001002558,0.01097743,0.0002374614,0.000340912,0.05984951,0.9244111,0.0001237028],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001707597,0.01066658,0.01394235,0.9107749,0.03887102,0.0001440308,0.00005515611,0.000806118,0.02303213],"genre_scores_gemma":[0.06398004,0.02875044,0.08246391,0.7421454,0.03807342,0.0007667752,0.0003850234,0.001699769,0.04173511],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05131034,"threshold_uncertainty_score":0.2713583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01477279859815862,"score_gpt":0.3557737584780444,"score_spread":0.3410009598798858,"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."}}