{"id":"W4411132284","doi":"10.1007/978-981-97-4822-8_36","title":"Vulvar Squamous Neoplasia","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Genital Health and Disease","field":"Medicine","cited_by":0,"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":[0.0001071874,0.0004502223,0.0003365244,0.001118882,0.0007630316,0.001211799,0.0005483875,0.0006594229,0.1352947],"category_scores_gemma":[0.0003299963,0.0002278746,0.0003133062,0.0006544758,0.0003043399,0.0007711069,0.001068934,0.001459625,0.04737616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004283138,"about_ca_system_score_gemma":0.0005970417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002279783,"about_ca_topic_score_gemma":0.01023636,"domain_scores_codex":[0.9999214,0.000008717406,0.000002976653,0.00001134036,0.00004472645,0.00001079759],"domain_scores_gemma":[0.9999365,0.00001911311,0.000003445284,0.00000869235,0.00001851245,0.00001376298],"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":[0.0000134343,0.00005310759,0.0001946418,0.0002094701,0.000004097757,0.0004028917,0.0001384613,0.0002430922,0.0009419845,0.01747464,0.5738063,0.4065179],"study_design_scores_gemma":[0.000001039274,0.0000092711,0.0002232789,0.0001257468,0.000001922122,0.0005552135,0.000032782,0.0000319071,0.0001203696,0.001726737,0.9971699,0.000001799976],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005318731,0.02209042,0.001089471,0.001270529,0.002948655,0.00004714548,0.0001579589,0.0001442946,0.9717196],"genre_scores_gemma":[0.00145573,0.009211097,0.0005211402,0.0007763814,0.0004046904,0.00001644633,0.0001196114,0.00003730303,0.9874576],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1352947,"threshold_uncertainty_score":0.4526058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524269559878436,"score_gpt":0.2774685555475299,"score_spread":0.2622258599487455,"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."}}