{"id":"W4248137839","doi":"10.5489/cuaj.900","title":"Vasectomy update 2010","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Male Reproductive Health Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Vasectomy; Computer science; Medicine; Family planning; Environmental health; Population; Research methodology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001263006,0.0001408387,0.0002821183,0.000174449,0.001894991,0.00003712083,0.000185166,0.0003437918,0.01717088],"category_scores_gemma":[0.002914516,0.0001091782,0.0000796036,0.0002264492,0.00003413672,0.0002013481,0.0000402869,0.00177008,0.008493171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001834292,"about_ca_system_score_gemma":0.0009239737,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021988,"about_ca_topic_score_gemma":0.003595165,"domain_scores_codex":[0.9967937,0.0009383846,0.0005786602,0.0002440501,0.0003126132,0.001132576],"domain_scores_gemma":[0.9969481,0.0004912019,0.000493695,0.0001597998,0.0009143556,0.0009929028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002540093,0.000006893085,0.5875298,0.00000520196,0.00002670716,0.000004277839,0.0001077793,0.000001881064,0.000009029854,0.0003021403,0.4111164,0.0008872692],"study_design_scores_gemma":[0.0002358034,0.00002748372,0.60039,0.000005361655,0.000007574699,0.0000067396,0.0001891158,0.00001139426,4.33776e-7,0.003064562,0.3959858,0.00007573522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6532391,0.0006923943,0.0001023532,0.305421,0.004850737,0.001214882,0.00004343467,0.000116369,0.03431977],"genre_scores_gemma":[0.9415768,0.0002802863,0.0004196099,0.03869268,0.003000202,0.0001803946,0.00001112558,0.00002268216,0.01581626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2883376,"threshold_uncertainty_score":0.9994044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04387362698967745,"score_gpt":0.3423335279824192,"score_spread":0.2984599009927418,"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."}}