{"id":"W1992531508","doi":"10.1016/j.urology.2013.09.016","title":"Vasectomy Reversal Outcomes Among Patients With Vasal Obstructive Intervals Greater Than 10 Years","year":2013,"lang":"en","type":"article","venue":"Urology","topic":"Male Reproductive Health Studies","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Vasectomy reversal; Vasovasostomy; Vasectomy; Surgery; Family planning; Population; Research methodology; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000248212,0.0002363863,0.000512242,0.0001439339,0.0003102274,0.000005260317,0.0001822069,0.0002149592,0.004198384],"category_scores_gemma":[0.0003603797,0.000168532,0.00005978778,0.0001339889,0.0002982117,0.0001885626,0.0002639068,0.0005852281,0.00203279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001144297,"about_ca_system_score_gemma":0.00007928623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001263817,"about_ca_topic_score_gemma":0.0003397803,"domain_scores_codex":[0.9973685,0.0006288231,0.0004484313,0.000571463,0.0002117304,0.0007711165],"domain_scores_gemma":[0.998229,0.0004149184,0.0002910928,0.0004950282,0.0004230648,0.000146905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001251916,0.00004234594,0.9888299,0.00005659297,0.0001336437,0.000004954625,0.003103723,0.000001617861,0.000001291105,0.00006855399,0.00718744,0.0004447181],"study_design_scores_gemma":[0.00144919,0.000371741,0.9921191,0.00001769589,0.00003847014,7.636045e-7,0.0004595959,0.000005742435,0.000001749867,0.0002710835,0.005103552,0.0001612641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916171,0.00002959926,0.00003576993,0.001326725,0.0009488555,0.001603684,0.000021194,0.0001140366,0.004302972],"genre_scores_gemma":[0.9930299,0.000004276355,0.000225371,0.001460619,0.000200171,0.0005512473,0.00001643538,0.00004378601,0.004468206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003289225,"threshold_uncertainty_score":0.9987442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03135254045682857,"score_gpt":0.339446596231392,"score_spread":0.3080940557745634,"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."}}