{"id":"W4383906361","doi":"10.9745/ghsp-d-23-00163","title":"Regarding “Down but Not Out: Vasectomy Is Faring Poorly Almost Everywhere—We Can Do Better to Make It a True Method Option”","year":2023,"lang":"en","type":"letter","venue":"Global Health Science and Practice","topic":"Ureteral procedures and complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Vasectomy; Computer science; Medicine; Family planning; Research methodology; Population; Environmental health","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002675515,0.0003959291,0.0006135178,0.0002761627,0.001024284,0.0005068857,0.0005222543,0.0003129999,0.00005179171],"category_scores_gemma":[0.001159908,0.000351588,0.0001097132,0.001612549,0.0001719148,0.0004657074,0.0003218786,0.001365784,0.0002268534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008895625,"about_ca_system_score_gemma":0.002429803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003458523,"about_ca_topic_score_gemma":0.0001964712,"domain_scores_codex":[0.9952654,0.0001594355,0.0006219431,0.001343243,0.001484248,0.001125731],"domain_scores_gemma":[0.996907,0.0005161755,0.0004433359,0.0008096563,0.0006895334,0.0006343229],"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":[0.0001345031,0.00002583058,0.0001134182,0.0004879312,0.0000534522,0.0001312495,0.001042382,0.000003385542,0.00007362504,0.000173537,0.9620645,0.0356962],"study_design_scores_gemma":[0.0004094256,0.0003404008,0.002126263,0.000609007,0.000139255,0.001564578,0.0005807374,0.0001581742,0.00001976904,0.0003829375,0.9933125,0.00035689],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005404327,0.0003753527,0.001981861,0.9880815,0.0007162738,0.001070577,0.0003098037,0.0001211206,0.006803129],"genre_scores_gemma":[0.003268573,0.0003926128,0.02395075,0.96724,0.001743978,0.0001094563,0.00004667984,0.00003583161,0.003212146],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03533931,"threshold_uncertainty_score":0.9998936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0937162692029717,"score_gpt":0.442549629379298,"score_spread":0.3488333601763263,"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."}}