{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002115068,0.0001117153,0.0001228539,0.00006104951,0.00006288858,0.00005536068,0.0002137384,0.0001322244,0.0000540669],"category_scores_gemma":[0.0001319911,0.00009305016,0.00005172191,0.0002149169,0.00004288035,0.000003157478,0.0001287355,0.0001795253,0.00003845906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002928676,"about_ca_system_score_gemma":0.0004865636,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006971226,"about_ca_topic_score_gemma":0.07513647,"domain_scores_codex":[0.9990646,0.0001168891,0.0001728865,0.0003476306,0.00008471369,0.0002133057],"domain_scores_gemma":[0.9994004,0.0001795553,0.00003661319,0.0002791181,0.00005203112,0.00005229625],"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":[0.001734553,0.0003711854,0.008719825,0.0001077285,0.0003872629,0.00261791,0.05251452,0.002433228,0.04642746,0.006211125,0.4547757,0.4236995],"study_design_scores_gemma":[0.0002094805,0.0002196249,0.001619938,0.00004070819,0.00003799072,0.00001497734,0.002038051,0.00002204088,0.001410881,0.0003304045,0.9939239,0.0001320042],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8433315,0.0502702,0.0003966341,0.04823102,0.004346259,0.000819557,0.0001023446,0.00003811214,0.05246436],"genre_scores_gemma":[0.9881777,0.0009979551,0.00191343,0.005449241,0.002550099,0.0002083867,0.00009307125,0.00002538383,0.0005847422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5391482,"threshold_uncertainty_score":0.9996414,"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."}}