{"id":"W4393285414","doi":"10.1007/978-981-19-7696-4_36-1","title":"Vulvar Squamous Neoplasia","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Genital Health and Disease","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dermatology; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001054438,0.0004458349,0.0003400949,0.001115367,0.0007648709,0.001189384,0.0005504099,0.000666405,0.1309984],"category_scores_gemma":[0.000328319,0.0002322876,0.0003093341,0.0006569342,0.0003057177,0.0007590805,0.001063758,0.0014641,0.04707574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004310975,"about_ca_system_score_gemma":0.0006041834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002355235,"about_ca_topic_score_gemma":0.01023562,"domain_scores_codex":[0.999922,0.000008571847,0.000002862919,0.00001105453,0.00004476343,0.00001063347],"domain_scores_gemma":[0.9999377,0.00001897078,0.000003340673,0.000008660065,0.00001851442,0.00001291064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001319201,0.00005348777,0.000196786,0.0002060911,0.000004085561,0.0003983402,0.0001385842,0.0002500906,0.0009861061,0.01750178,0.5747394,0.4055121],"study_design_scores_gemma":[0.000001060306,0.000009186625,0.0002236964,0.0001213213,0.000001966307,0.0005586416,0.00003230434,0.00003201619,0.0001268171,0.001773573,0.9971176,0.000001817162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005375607,0.02194441,0.001137184,0.001305623,0.002860982,0.00004880031,0.0001649667,0.0001489954,0.9718513],"genre_scores_gemma":[0.001419106,0.009136268,0.0005253633,0.0007500082,0.0003834942,0.00001725752,0.0001176839,0.00003789603,0.9876129],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1309984,"threshold_uncertainty_score":0.4382334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01918121729549233,"score_gpt":0.2809187646593477,"score_spread":0.2617375473638554,"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."}}