{"id":"W2197831191","doi":"10.1093/humrep/dev305","title":"‘How to count sperm properly’: checklist for acceptability of studies based on human semen analysis","year":2015,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":177,"is_retracted":false,"has_abstract":true,"ca_institutions":"Achieve Life Sciences (Canada)","funders":"","keywords":"Semen; Checklist; Semen analysis; Sperm; Andrology; Gynecology; Medicine; Biology; Infertility; Pregnancy; Genetics","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3161958,0.004494376,0.00820561,0.01205419,0.004074121,0.008313447,0.008983119,0.01359939,0.02362565],"category_scores_gemma":[0.5860391,0.003840246,0.009690096,0.006051295,0.00552108,0.01443447,0.008063735,0.009430061,0.01493619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00699382,"about_ca_system_score_gemma":0.0311792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001638172,"about_ca_topic_score_gemma":0.003473476,"domain_scores_codex":[0.6538552,0.1825225,0.1329462,0.004396722,0.02283231,0.003447037],"domain_scores_gemma":[0.2909932,0.3379865,0.08203463,0.02875843,0.2498891,0.01033817],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.004055485,0.0006311123,0.005051871,0.1132951,0.000837717,0.000690225,0.01032424,0.0009443926,0.003488528,0.004524964,0.691118,0.1650384],"study_design_scores_gemma":[0.004715189,0.001611368,0.01701885,0.08481301,0.0008128432,0.001261414,0.006906114,0.002479906,0.002721081,0.0151054,0.8613397,0.001215127],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.01502551,0.03257761,0.1016527,0.1572883,0.02961493,0.5977524,0.03689524,0.009521246,0.0196721],"genre_scores_gemma":[0.02053358,0.01119299,0.3741637,0.03167532,0.004814512,0.543682,0.007842396,0.001184584,0.00491075],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6838042,"threshold_uncertainty_score":0.8432524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1460211807805812,"score_gpt":0.3805897594989751,"score_spread":0.2345685787183939,"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."}}