{"id":"W2169080684","doi":"10.1177/1203475415583414","title":"Non-melanoma Skin Cancer in Canada Chapter 3: Management of Actinic Keratoses","year":2015,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; McMaster University; Dermatrials Research; Université Laval; Lynde Centre for Dermatology; University of Toronto; Clinique Neuro-Outaouais; University of Calgary; Centre de Recherche Dermatologique du Québec Métropolitain","funders":"LEO Pharma","keywords":"Medicine; Actinic keratosis; Actinic keratoses; Dermatology; Skin cancer; Keratosis; Immunosuppression; Treatment modality; Melanoma; Photodynamic therapy; Basal cell; Cancer; Surgery; Pathology; Internal medicine","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":[0.0003861754,0.0001559598,0.0009244325,0.0002509062,0.00001641871,0.000002480194,0.00005828432,0.00003479093,0.0001543719],"category_scores_gemma":[0.0000642575,0.0001039598,0.00007900524,0.0001698393,0.00008597223,0.00004658904,0.0000297726,0.0001937789,5.028328e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003575803,"about_ca_system_score_gemma":0.001052374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1480227,"about_ca_topic_score_gemma":0.1056249,"domain_scores_codex":[0.9983326,0.00002072355,0.0007529161,0.0001207136,0.0005634086,0.0002096417],"domain_scores_gemma":[0.9987386,0.0002676673,0.0004141844,0.0001300426,0.0002207968,0.0002286631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001129522,0.00005798542,0.9109082,0.0003328567,0.0006208036,0.01400262,0.0008644792,0.00003727341,0.00008181293,0.00001011401,0.02407739,0.04787691],"study_design_scores_gemma":[0.006703975,0.002072597,0.9015566,0.01017589,0.000945341,0.02453235,0.01486855,0.0001275902,0.001346272,0.0001826443,0.03695308,0.000535153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826943,0.01064859,0.000004103527,0.003105578,0.0006785477,0.0001054731,0.000003213757,0.000001665308,0.002758519],"genre_scores_gemma":[0.9911563,0.007821498,0.00006048134,0.0004381726,0.0003295975,0.000002856015,6.798517e-7,0.00001475449,0.0001756113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04734175,"threshold_uncertainty_score":0.9106951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03381535963940772,"score_gpt":0.2827625870252268,"score_spread":0.2489472273858191,"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."}}