{"id":"W2331204451","doi":"10.1097/pcr.0b013e3182990fab","title":"Superficially Invasive Squamous Cell Carcinoma of the Vulva and Vagina","year":2013,"lang":"en","type":"article","venue":"Pathology Case Reviews","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Vulva; Medicine; Basal cell; Vagina; Vulvar cancer; Pathology; Surgery","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":[0.0002661734,0.0001697414,0.0006356536,0.00004413621,0.00008472477,0.00000444919,0.00008146207,0.00008039126,0.0001560135],"category_scores_gemma":[0.0003417728,0.0001011353,0.0001096659,0.0001073083,0.0003025597,0.00003698001,0.0001562946,0.0001818885,0.0001088769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003411092,"about_ca_system_score_gemma":0.00007980587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002510007,"about_ca_topic_score_gemma":0.0001467404,"domain_scores_codex":[0.9988239,0.0002373567,0.0003867856,0.0002601017,0.00008324455,0.0002085819],"domain_scores_gemma":[0.9989973,0.0001713543,0.0001684542,0.0005024599,0.00009233377,0.00006811624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003027923,0.0002275144,0.8766931,0.002961245,0.00002961787,0.00892395,0.005650855,1.595327e-7,0.01948353,0.0001294993,0.00983905,0.07603115],"study_design_scores_gemma":[0.002880622,0.001223762,0.8524811,0.000361848,0.0008923843,0.0647158,0.0009283256,0.00000797792,0.02381357,0.0002865949,0.0519193,0.0004887503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8862396,0.1072964,0.000005881644,0.0007842228,0.0001746078,0.00117766,0.000007255177,0.000006754496,0.004307579],"genre_scores_gemma":[0.9920614,0.006051243,0.0004762887,0.0008007791,0.0001098531,0.0001510367,0.000001514982,0.00001637801,0.0003315312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1058217,"threshold_uncertainty_score":0.4124178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02460393504122694,"score_gpt":0.2632616514047399,"score_spread":0.238657716363513,"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."}}