{"id":"W4407824815","doi":"10.1002/9781394191369.ch5.3","title":"Digitalisation and Cancer","year":2025,"lang":"en","type":"other","venue":"","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Cancer; Medicine; Internal medicine","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":[0.0009862126,0.0002157356,0.0002293059,0.001275479,0.0009316702,0.004054646,0.0003860316,0.001428052,0.02345081],"category_scores_gemma":[0.004509878,0.00006836137,0.0003722495,0.00201483,0.003009995,0.003955796,0.003100207,0.00181914,0.002292621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002271456,"about_ca_system_score_gemma":0.002057422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003147868,"about_ca_topic_score_gemma":0.003270513,"domain_scores_codex":[0.9990637,0.0004017136,0.00005596141,0.0001029117,0.0002214396,0.0001543901],"domain_scores_gemma":[0.9982435,0.001013852,0.0002149543,0.000107819,0.0001756354,0.000244283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005472285,0.00003972908,0.002515403,0.001820953,0.00002737196,0.0004084314,0.00235507,0.0004647872,0.0001775477,0.368627,0.1041415,0.5193676],"study_design_scores_gemma":[0.000004634192,0.00002219795,0.001276356,0.001565769,0.00000789042,0.0006392939,0.0007941105,0.00003316211,0.0001062923,0.02654562,0.9689955,0.000009197104],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.009283539,0.4563955,0.001491138,0.0946778,0.003863741,0.0000448703,0.0004526056,0.0001144165,0.4336765],"genre_scores_gemma":[0.1851801,0.7121478,0.001276144,0.02738295,0.004198635,0.00007264539,0.000553239,0.00007025719,0.06911826],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02345081,"threshold_uncertainty_score":0.0784508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105966309851569,"score_gpt":0.3883880890843628,"score_spread":0.3777914580992059,"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."}}