{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006873543,0.0003327756,0.0004883752,0.00125946,0.000498659,0.001949797,0.0005625467,0.0008043959,0.002132351],"category_scores_gemma":[0.01191978,0.0001636523,0.0006404608,0.0009450255,0.0006910958,0.002139501,0.0006360391,0.001474932,0.0002532669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001365721,"about_ca_system_score_gemma":0.004001924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002901884,"about_ca_topic_score_gemma":0.004842364,"domain_scores_codex":[0.9981839,0.001027501,0.000139259,0.0001779227,0.000357944,0.0001134604],"domain_scores_gemma":[0.9914039,0.004800951,0.001028429,0.0001808507,0.002028563,0.0005572668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006039098,0.0003635823,0.1930356,0.004150125,0.0003788324,0.001256379,0.001931405,0.001065667,0.001337207,0.02814835,0.01794712,0.7497818],"study_design_scores_gemma":[0.0001755632,0.002465847,0.3610281,0.02734306,0.002237081,0.0139116,0.02079559,0.008514035,0.003836413,0.1375836,0.4217681,0.0003409587],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07389543,0.7402393,0.009277152,0.1541455,0.001748372,0.0001551458,0.000395978,0.00005980615,0.02008328],"genre_scores_gemma":[0.5500773,0.4085425,0.02585781,0.008556951,0.003546441,0.000181223,0.0005007299,0.0000277666,0.002709237],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006873543,"threshold_uncertainty_score":0.0363512,"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."}}