{"id":"W4254230981","doi":"10.1097/ju.0000000000001521","title":"Diagnosis and Treatment of Infertility in Men: AUA/ASRM Guideline Part I","year":2020,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":250,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medical school; Medicine; Library science; Medical education","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":[],"consensus_categories":[],"category_scores_codex":[0.0002443957,0.00004971199,0.0002257598,0.00003261874,0.000009643642,8.777079e-7,0.00002607216,0.00003488082,0.0001322241],"category_scores_gemma":[0.0003309575,0.0000269071,0.00003731934,0.0000626962,0.00005208871,0.00001751801,0.00001016735,0.00007357521,0.000001744445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001690987,"about_ca_system_score_gemma":0.00003593261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003745153,"about_ca_topic_score_gemma":0.00001142849,"domain_scores_codex":[0.9994107,0.00008354123,0.0003256944,0.00004304633,0.00007219408,0.00006483927],"domain_scores_gemma":[0.9995185,0.0001618786,0.0001258099,0.00006886492,0.00006605544,0.00005886293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002925293,0.0005412659,0.957836,0.00001969705,0.000181229,0.0001420514,0.001625814,0.0001549,0.004031302,0.00003458013,0.004169473,0.02833844],"study_design_scores_gemma":[0.005387377,0.01139262,0.9419693,0.00001763624,0.0006774337,0.0006261273,0.0002052692,0.001294774,0.003266633,0.0003153297,0.03479358,0.0000539154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699264,0.002657548,0.00008300404,0.0270078,0.00005724094,0.00008465274,9.688216e-7,0.000002518065,0.0001798821],"genre_scores_gemma":[0.9971172,0.001465347,0.00008054385,0.001168181,0.0001571655,0.000001358873,8.784248e-7,0.000003259658,0.00000604475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03062411,"threshold_uncertainty_score":0.1447761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0448397516870797,"score_gpt":0.2935172519634264,"score_spread":0.2486775002763467,"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."}}