{"id":"W4386970763","doi":"10.2196/50309","title":"The Importance of Basal Cell Carcinoma Risk Stratification and Potential Future Pathways","year":2023,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Basal cell carcinoma; Immunohistochemistry; Risk stratification; Medicine; Oncology; Risk assessment; Internal medicine; Intensive care medicine; Bioinformatics; Pathology; Biology; Computer science; Basal cell","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007829656,0.0000941953,0.0002116559,0.00004678035,0.0001471964,0.000006217663,0.00006826972,0.00008891966,0.000009561591],"category_scores_gemma":[0.00001664799,0.00006593827,0.00004155547,0.0001522449,0.000175818,0.00002580862,0.00005055936,0.0001439922,0.00001651577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000137321,"about_ca_system_score_gemma":0.00005739835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007641851,"about_ca_topic_score_gemma":0.0000401593,"domain_scores_codex":[0.9992214,0.00005397528,0.0002365597,0.0001805485,0.0001180123,0.0001895248],"domain_scores_gemma":[0.9993893,0.00008786112,0.0001562581,0.0002693433,0.00005611313,0.00004116037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000920891,0.00002457308,0.9792364,0.0001355188,0.00002981677,0.000140249,0.0006301073,6.492679e-7,0.001694675,0.0007711399,0.01572619,0.001518572],"study_design_scores_gemma":[0.0006414777,0.00006209347,0.9889922,0.000005044581,0.00003612,0.0001841895,0.001204921,0.0001709856,0.005550493,0.0007292851,0.002362734,0.00006044918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924713,0.001768499,0.00001987343,0.004200854,0.0002726109,0.0003082198,0.00002059108,0.00002983528,0.0009082573],"genre_scores_gemma":[0.998828,0.0006482307,0.00008685682,0.00008801771,0.0001516363,0.00007491042,0.00001745487,0.00001189097,0.00009302806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01336345,"threshold_uncertainty_score":0.2688885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064102069641431,"score_gpt":0.2534968876438118,"score_spread":0.2428558669473975,"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."}}