{"id":"W4394610229","doi":"10.3390/curroncol31040156","title":"Innovation and Discovery: A 30-Year Journey in Advancing Cancer Care","year":2024,"lang":"en","type":"editorial","venue":"Current Oncology","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Cancer Agency; University of Saskatchewan","funders":"","keywords":"Medicine; Cancer; Data science; Internal medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01661459,0.00358276,0.003202226,0.00386748,0.004480748,0.01364305,0.003664576,0.01508233,0.009616544],"category_scores_gemma":[0.04441996,0.001090593,0.002340633,0.001803438,0.004115683,0.009085175,0.002603632,0.02809188,0.008133725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004358087,"about_ca_system_score_gemma":0.01160185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593594,"about_ca_topic_score_gemma":0.00638364,"domain_scores_codex":[0.9864944,0.002394508,0.001378722,0.0008038722,0.008153552,0.0007749136],"domain_scores_gemma":[0.9358487,0.03021149,0.002645915,0.001107709,0.02013732,0.01004882],"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":[0.0000182062,0.000009069691,0.00001766741,0.0002086771,0.00001022851,0.00004559599,0.0000261464,0.00001449432,0.00002574965,0.0006904124,0.992955,0.005978785],"study_design_scores_gemma":[0.00003195251,0.00002960483,0.0001134843,0.0004901628,0.00002502426,0.0001337405,0.00009886618,0.00006385923,0.00004484702,0.00172867,0.9972223,0.00001731657],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000214815,0.008150581,0.0000863265,0.04683243,0.9439954,0.00000954077,0.00001893696,0.00003873336,0.0008467528],"genre_scores_gemma":[0.0003430719,0.008997819,0.0001518779,0.02715258,0.957829,0.00001452606,0.00001899257,0.00003089364,0.005461246],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01661459,"threshold_uncertainty_score":0.08786738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02252593207352679,"score_gpt":0.3552083367428125,"score_spread":0.3326824046692858,"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."}}