{"id":"W4412025172","doi":"10.24124/2025/30497","title":"Roads of restoration and resilience: A journey into clitoral restoration surgery in Canada","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Female Genital Mutilation/Cutting Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Resilience (materials science); Psychology; Medicine; Clitoris; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004459552,0.0002137311,0.0005890287,0.0006099349,0.00005955153,0.00002311781,0.00006253325,0.0002464892,0.00004106034],"category_scores_gemma":[0.001345989,0.0002127286,0.00005280775,0.0005812335,0.00002649122,0.000168892,0.00001455358,0.0002992632,0.000001304242],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007702181,"about_ca_system_score_gemma":0.006367688,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8048512,"about_ca_topic_score_gemma":0.9820737,"domain_scores_codex":[0.9979506,0.0001078616,0.000892451,0.0003384404,0.0005358189,0.0001747877],"domain_scores_gemma":[0.9986016,0.0002604624,0.0003807349,0.0002776897,0.0003922959,0.0000872565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002115339,0.0001448572,0.9242606,0.005679881,0.0001003031,0.0001094252,0.00511988,0.0001814371,0.0063805,0.0007645293,0.02856559,0.02657762],"study_design_scores_gemma":[0.0005124655,0.0001164568,0.9798817,0.002625435,0.0001283134,0.000007846465,0.006605832,0.0009594468,0.007277331,0.0003103859,0.00125544,0.000319363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910271,0.00136761,0.000009679517,0.0003750628,0.0008981387,0.0004457159,0.000005568778,0.00002144222,0.005849644],"genre_scores_gemma":[0.9892811,0.0001523498,0.0006544731,0.00005708588,0.0001183078,0.00002493602,0.001030837,0.00001893481,0.008661935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1772225,"threshold_uncertainty_score":0.9992653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02067179830327998,"score_gpt":0.3031232258193101,"score_spread":0.2824514275160301,"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."}}