{"id":"W4389391107","doi":"10.12688/f1000research.141969.1","title":"Clinical parameters as predictors for sperm retrieval success in azoospermia: experience from Indonesia","year":2023,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Indonesia; Société Internationale D'Urologie","keywords":"Open peer review; Azoospermia; Sperm Retrieval; Plant biology; Sperm; Physiology; Andrology; Medicine; Biology; Infertility; Botany; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000708291,0.0002572901,0.0004632878,0.0004596254,0.0002662696,0.0003986887,0.0002441059,0.000166248,0.000607384],"category_scores_gemma":[0.001658456,0.0001700797,0.0002346977,0.000530983,0.000315566,0.0001989567,0.0002954891,0.0002625706,0.0001160085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002524595,"about_ca_system_score_gemma":0.0003787489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004213206,"about_ca_topic_score_gemma":0.003701113,"domain_scores_codex":[0.9996582,0.0001269504,0.00005046953,0.00005445174,0.00007158091,0.00003821772],"domain_scores_gemma":[0.9993675,0.0002276766,0.0001614623,0.00004342377,0.00008442969,0.000115463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008215767,0.0000659472,0.9916424,0.0000282957,0.00002065025,0.0006621375,0.0003064393,0.00003905868,0.0003013089,0.000009640843,0.00006323805,0.006778758],"study_design_scores_gemma":[0.000009618064,0.000266336,0.9957681,0.00002290766,0.00003476554,0.002629763,0.0004955126,0.0002628618,0.0002210847,0.00001418111,0.00026858,0.000006331493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989253,0.0006755244,0.00006281837,0.00002697521,0.000003369579,0.000009362788,0.00003124736,0.000001491965,0.0002639476],"genre_scores_gemma":[0.9992653,0.0004974545,0.00008859467,0.00001759755,0.000008200543,0.000004020012,0.00005020558,0.000001083182,0.00006750727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004213206,"threshold_uncertainty_score":0.008377373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1574387440117553,"score_gpt":0.4471620011750369,"score_spread":0.2897232571632816,"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."}}