{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001706096,0.0000485631,0.0001014707,0.0002468267,0.0001522048,0.00004901981,0.0003207717,0.0000111555,0.000009167431],"category_scores_gemma":[0.00009530562,0.00003662304,0.00001320666,0.0001748275,0.00003941271,0.0001587646,0.00007704388,0.00011515,3.687531e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001400261,"about_ca_system_score_gemma":0.00005492546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005175279,"about_ca_topic_score_gemma":0.0006239799,"domain_scores_codex":[0.9990635,0.00005263917,0.000223279,0.0001569175,0.0004094785,0.00009417146],"domain_scores_gemma":[0.9995012,0.00009274029,0.000142071,0.0001294333,0.0001099477,0.00002458779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003955274,0.0003035494,0.5003154,0.00008613152,0.00008926313,0.0000407409,0.002668214,0.0002578893,0.02466588,0.01068391,0.0003658203,0.4565679],"study_design_scores_gemma":[0.007093213,0.001390069,0.9430646,0.0001904034,0.00001165842,0.002300762,0.00383893,0.02703167,0.0002216453,0.001335095,0.01335421,0.0001676856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871533,0.0007267139,0.0003983651,0.01004416,0.0007937336,0.0007045424,0.0001673145,0.00000381594,0.000008049036],"genre_scores_gemma":[0.9982914,0.0006333845,0.0003337937,0.0005132185,0.00006234205,0.00003978587,0.0001035182,0.000004312915,0.00001826407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4564002,"threshold_uncertainty_score":0.1493444,"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."}}