{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002146979,0.0003878242,0.0006811779,0.001508044,0.05105016,0.008262418,0.002203028,0.001920848,0.006414622],"category_scores_gemma":[0.003447709,0.0004694488,0.000620049,0.003509917,0.009425643,0.002719202,0.006867461,0.006033142,0.0003833875],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1618445,"about_ca_system_score_gemma":0.4404282,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9949191,"about_ca_topic_score_gemma":0.998771,"domain_scores_codex":[0.9969181,0.0004102476,0.00005657971,0.0001604927,0.0008211101,0.00163353],"domain_scores_gemma":[0.9931868,0.0004944005,0.0002362939,0.00006870791,0.001622522,0.004391232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002252247,0.0004308962,0.06391443,0.0008301185,0.00005814384,0.006434314,0.6935753,0.0004757364,0.001018763,0.03106859,0.07168487,0.1302836],"study_design_scores_gemma":[0.00001208193,0.00008126701,0.0327187,0.000801565,0.00002612188,0.0006823678,0.8246229,0.0002926984,0.0001793008,0.002309449,0.1381677,0.0001056344],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7443704,0.02189037,0.000870508,0.1770121,0.001420598,0.0003477217,0.0008297013,0.00006155934,0.05319713],"genre_scores_gemma":[0.9552287,0.01789264,0.001526461,0.009834345,0.00007493929,0.00007494458,0.0002834286,0.00005209728,0.01503249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1618445,"threshold_uncertainty_score":0.9721416,"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."}}