{"id":"W4409331441","doi":"10.54194/jsuk6097","title":"Insights and Opportunities into the State of Precision Oncology in Atlantic Canada Report","year":2025,"lang":"en","type":"article","venue":"Canadian Health Policy","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precision oncology; State (computer science); Oceanography; Political science; Medicine; Internal medicine; Computer science; Geology; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002416982,0.00007213565,0.0002924156,0.0003414052,0.0001158469,0.000001453116,0.00006497686,0.00005969948,0.00001026061],"category_scores_gemma":[0.0002271513,0.00005164584,0.00001234423,0.0002277439,0.0001997137,0.00002149308,0.00001177378,0.0001834577,1.606045e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002175848,"about_ca_system_score_gemma":0.04922299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9970821,"about_ca_topic_score_gemma":0.9995661,"domain_scores_codex":[0.9990759,0.0001135222,0.0003743911,0.0001266127,0.00006509864,0.0002444815],"domain_scores_gemma":[0.9990838,0.0002574178,0.0001120164,0.0002043178,0.000048552,0.0002939264],"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":[0.0002873302,0.0000675136,0.04898092,0.0007100331,0.0001172771,0.002402148,0.01635591,0.00006297999,0.00002348434,0.03926077,0.1113841,0.7803475],"study_design_scores_gemma":[0.0004594552,0.0001851668,0.06751122,0.0001284451,0.000004526621,0.0001156375,0.0003475419,0.00004147376,0.000008005813,0.003009041,0.9281473,0.00004220382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7440004,0.009300641,0.00002976579,0.2317825,0.0005991382,0.0006361365,0.00001085422,0.000007119751,0.01363347],"genre_scores_gemma":[0.9384082,0.007518394,0.0001439498,0.04924966,0.0001275242,0.00001759651,0.00001530185,0.000007756247,0.004511621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8167632,"threshold_uncertainty_score":0.956167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03431433662210469,"score_gpt":0.4229542694094463,"score_spread":0.3886399327873416,"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."}}