{"id":"W2145183473","doi":"10.1016/j.fertnstert.2007.12.031","title":"The challenges of assessing the quality of spermatozoa","year":2008,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Quality (philosophy); Sperm quality; Environmental science; Andrology; Medicine; Semen; Physics","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":[0.03088934,0.0007709655,0.002891663,0.003645549,0.001240083,0.00577051,0.003518572,0.003460826,0.001729086],"category_scores_gemma":[0.05467782,0.0004944623,0.0005908692,0.002214477,0.00612398,0.005492047,0.002690929,0.004144401,0.001101967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001328715,"about_ca_system_score_gemma":0.002848227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007870993,"about_ca_topic_score_gemma":0.008923344,"domain_scores_codex":[0.9840531,0.007045713,0.001644642,0.001324205,0.005536058,0.0003962675],"domain_scores_gemma":[0.9369783,0.03905039,0.00447152,0.003074234,0.01510602,0.001319354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005842836,0.0002601428,0.1512862,0.003597756,0.0005240456,0.0005197109,0.0020413,0.002569639,0.01845835,0.01316149,0.01592238,0.7910746],"study_design_scores_gemma":[0.0001301901,0.004989014,0.4005144,0.005820456,0.001431936,0.02486867,0.02409382,0.02942765,0.062761,0.1972459,0.2476631,0.001053942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1486899,0.600845,0.1129081,0.09991418,0.005321232,0.0002879098,0.001615501,0.0003750213,0.03004307],"genre_scores_gemma":[0.7046553,0.1753,0.0938051,0.01330472,0.006634526,0.0002354951,0.000551132,0.000149547,0.005364168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03088934,"threshold_uncertainty_score":0.1633604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1090511052876239,"score_gpt":0.3438297788418739,"score_spread":0.23477867355425,"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."}}