{"id":"W2099950831","doi":"10.1093/humrep/der312","title":"ESHRE special interest group for andrology basic semen analysis course: a continued focus on accuracy, quality, efficiency and clinical relevance","year":2011,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"Achieve Life Sciences (Canada)","funders":"","keywords":"Semen analysis; Semen; Relevance (law); Sperm; Gynecology; Andrology; Medicine; Computer science; Psychology; Biology; Infertility; Political science; Pregnancy; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007757251,0.0006280745,0.0008916006,0.001255953,0.0007163601,0.002526196,0.001141141,0.00205235,0.07706382],"category_scores_gemma":[0.01317185,0.0001991104,0.0003697716,0.0005935424,0.0008117182,0.001944641,0.002436698,0.003097627,0.03272222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001775625,"about_ca_system_score_gemma":0.006281307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001075437,"about_ca_topic_score_gemma":0.002899183,"domain_scores_codex":[0.9976211,0.0005096943,0.0001389378,0.0001701001,0.001377398,0.0001827437],"domain_scores_gemma":[0.9892985,0.001692575,0.0004811535,0.0004167847,0.006111589,0.001999388],"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":[0.00006740137,0.0001409283,0.001007956,0.0003369276,0.000004620015,0.0001317819,0.0001469569,0.0001248955,0.001017323,0.004229241,0.6554033,0.3373886],"study_design_scores_gemma":[0.00001542167,0.0001033304,0.002968661,0.0004323415,0.000003960933,0.0005150795,0.0001002366,0.0001331052,0.0004187915,0.002699295,0.9925991,0.00001059425],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009823041,0.06924134,0.02554037,0.3619373,0.0930604,0.001274175,0.001065348,0.001312803,0.4367452],"genre_scores_gemma":[0.02930312,0.03921327,0.02669133,0.03511611,0.02239471,0.0007385472,0.001432416,0.0006225395,0.8444879],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07706382,"threshold_uncertainty_score":0.2578042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1281791791279948,"score_gpt":0.3902697273877955,"score_spread":0.2620905482598007,"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."}}