{"id":"W3132898617","doi":"10.1097/md.0000000000024767","title":"A nomogram predicting subclinical extension of cutaneous squamous cell carcinoma in Chinese individuals","year":2021,"lang":"en","type":"article","venue":"Medicine","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Subclinical infection; Nomogram; Odds ratio; Confidence interval; Internal medicine; Epidermoid carcinoma; Retrospective cohort study; Basal cell; Oncology; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000502798,0.0002541227,0.001058655,0.0002231254,0.00004573114,0.000003339844,0.0001155557,0.0001481035,0.0002957884],"category_scores_gemma":[0.002324722,0.0001894617,0.0001133189,0.0007575744,0.0002735469,0.00003397723,0.0001722716,0.0004539799,0.00001022366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009349441,"about_ca_system_score_gemma":0.000194256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003445543,"about_ca_topic_score_gemma":0.0001907582,"domain_scores_codex":[0.9974684,0.0001079094,0.0009052042,0.000515164,0.0006220542,0.0003813307],"domain_scores_gemma":[0.9979677,0.0008136725,0.0002192507,0.0005864956,0.0002315752,0.0001813311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001780981,0.0004189244,0.9860163,0.0003744361,0.00002327909,0.003078954,0.001910679,0.000008359555,0.004341353,0.000005264131,0.0008860911,0.002758279],"study_design_scores_gemma":[0.006233735,0.001434068,0.9853764,0.0004344129,0.0001772251,0.001177039,0.0009800338,0.0002252431,0.002871553,0.00007842004,0.0008571484,0.000154777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831322,0.006890053,0.0000205073,0.003273209,0.0005079077,0.0003609858,0.00001052457,0.00003932077,0.005765325],"genre_scores_gemma":[0.9975039,0.000163371,0.000627388,0.0005959729,0.0006372305,0.00002181076,0.00004219356,0.00003799488,0.0003701303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01437174,"threshold_uncertainty_score":0.7726024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02226744658987783,"score_gpt":0.3145528302917334,"score_spread":0.2922853837018555,"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."}}