{"id":"W2943750107","doi":"10.3747/co.26.4557","title":"Estimating the Health Care Costs of Non-Melanoma Skin Cancer in Saskatchewan Using Physician Billing Data","year":2019,"lang":"en","type":"article","venue":"Current Oncology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Cancer Agency","funders":"Ministry of Health, Saskatchewan","keywords":"Medicine; Skin cancer; Specialty; Family medicine; Basal cell carcinoma; Ambulatory care; Health care; Cancer registry; Outpatient clinic; Mohs surgery; Cancer; Emergency medicine; Basal cell; Dermatology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003338202,0.0001699549,0.0006669567,0.00009734996,0.00008253359,0.000005442951,0.0003095596,0.00006190617,0.00002290524],"category_scores_gemma":[0.00003740417,0.0001249462,0.00004928298,0.0002425338,0.0001310099,0.00006787647,0.0003373731,0.000361601,0.000007706084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001257825,"about_ca_system_score_gemma":0.001432589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002715044,"about_ca_topic_score_gemma":0.008042879,"domain_scores_codex":[0.998468,0.0001084249,0.0004435432,0.000404916,0.0002018603,0.0003732822],"domain_scores_gemma":[0.9986225,0.0001913194,0.0003497229,0.0006831096,0.00009524946,0.00005809999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009180191,0.0001526812,0.397431,0.0006217749,0.00006461103,0.000005717007,0.01384841,0.0006830725,0.0002629825,0.000005785346,0.0003759709,0.5864562],"study_design_scores_gemma":[0.01224154,0.002973682,0.6483902,0.01030198,0.0004506016,0.00007069037,0.08969124,0.2029726,0.001409331,0.00005671805,0.03046622,0.0009752623],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824261,0.01255689,0.000389001,0.0009192862,0.002268401,0.0008782605,0.0001053641,0.00001151159,0.0004451476],"genre_scores_gemma":[0.9961787,0.0001284365,0.002739317,0.0002825738,0.0005508161,0.00002942921,0.00005855217,0.00002520663,0.000006934906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.585481,"threshold_uncertainty_score":0.5095157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1008746839600672,"score_gpt":0.4489433851559065,"score_spread":0.3480687011958393,"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."}}