{"id":"W4365513292","doi":"10.3390/curroncol30040317","title":"Understanding Real-World Treatment Patterns and Clinical Outcomes among Metastatic Melanoma Patients in Alberta, Canada","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Queen's University; Alberta Health Services","funders":"","keywords":"Medicine; Ipilimumab; Nivolumab; Melanoma; Internal medicine; Population; Metastatic melanoma; Targeted therapy; Systemic therapy; Retrospective cohort study; Oncology; Cohort; Clinical trial; Medical record; Immunotherapy; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00100793,0.0003861048,0.0004713709,0.001650358,0.002456155,0.001602635,0.001435125,0.000508781,0.001595089],"category_scores_gemma":[0.003108116,0.0003880839,0.0005671292,0.0055544,0.000935585,0.0005092747,0.000903681,0.000931234,0.000191077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0429197,"about_ca_system_score_gemma":0.0388451,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9958588,"about_ca_topic_score_gemma":0.9968854,"domain_scores_codex":[0.9985616,0.0001462457,0.0001007064,0.0002687857,0.0004041139,0.0005185246],"domain_scores_gemma":[0.996775,0.0002568147,0.0008041452,0.0001367519,0.001272544,0.0007548224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006350897,0.00002586988,0.9933809,0.00003414886,0.00005726204,0.00009371832,0.0004217721,0.0002777648,0.0001082586,0.0001349088,0.001785689,0.003616201],"study_design_scores_gemma":[0.0000154755,0.00002551696,0.9954763,0.00008567737,0.00005325712,0.0001415829,0.001568347,0.0008677362,0.00006833427,0.00008607194,0.001587955,0.00002383508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840261,0.002330211,0.0003317099,0.001376642,0.00003618904,0.00007192342,0.008641988,0.00002616187,0.00315906],"genre_scores_gemma":[0.9956067,0.000802369,0.000277236,0.0002984167,0.00001473132,0.00001794997,0.00253084,0.000007219815,0.0004444482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0429197,"threshold_uncertainty_score":0.3114057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2262591603486703,"score_gpt":0.4345839446841984,"score_spread":0.2083247843355281,"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."}}