{"id":"W4294243308","doi":"10.23889/ijpds.v7i3.1828","title":"Changes in healthcare costs and survival in the era of immunotherapy and targeted systemic therapy for melanoma.","year":2022,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Canadian Agency for Drugs and Technologies in Health; Sunnybrook Hospital; Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Propensity score matching; Health care; Cohort; Sentinel lymph node; Retrospective cohort study; Proportional hazards model; Cancer; Internal medicine; Breast cancer","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":[0.0007344899,0.0001712487,0.0001674747,0.0008836376,0.0004448362,0.000794658,0.0004299464,0.0003320698,0.001109272],"category_scores_gemma":[0.003521166,0.0001267592,0.0005019821,0.001543504,0.000277146,0.0004795027,0.0005804606,0.0005074128,0.00009419187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006716484,"about_ca_system_score_gemma":0.002952671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4724045,"about_ca_topic_score_gemma":0.5897972,"domain_scores_codex":[0.9991452,0.0001424125,0.00007345835,0.0001266436,0.0002939169,0.0002183595],"domain_scores_gemma":[0.997612,0.0001550132,0.001643744,0.00005844707,0.0003346768,0.000196069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005943906,0.0000140648,0.9953745,0.00002792782,0.00009326185,0.00003780963,0.00004490262,0.0002294013,0.00003977806,0.0001201798,0.0006923286,0.003266469],"study_design_scores_gemma":[0.000003693762,0.00001094525,0.9986338,0.00001769676,0.00002176727,0.00005989719,0.0001012256,0.0004033856,0.00001991014,0.00004425518,0.000680994,0.000002445968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988306,0.00254129,0.0001598763,0.001600141,0.000026621,0.00001351152,0.006406201,0.00000618126,0.0009401373],"genre_scores_gemma":[0.9969812,0.0004923306,0.0001002171,0.0001256721,0.00002488899,0.000008039894,0.001987963,0.000001412528,0.000278364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4724045,"threshold_uncertainty_score":0.9393096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04733663140156876,"score_gpt":0.3606733666284651,"score_spread":0.3133367352268963,"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."}}