{"id":"W4296023671","doi":"10.1093/humrep/deac189","title":"Standards in semen examination: publishing reproducible and reliable data based on high-quality methodology","year":2022,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Mary's Hospital Centre; University of Toronto; McGill University; CReATe Fertility Centre; University of British Columbia; Achieve Life Sciences (Canada)","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; World Health Organization","keywords":"Checklist; Transparency (behavior); Publishing; Semen; Computer science; Library science; Medicine; Medical physics; Medical education; Psychology; Political science; 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2313299,0.001470243,0.002946216,0.0152863,0.002647247,0.01283728,0.006070965,0.005434502,0.006988518],"category_scores_gemma":[0.343239,0.001276684,0.001954599,0.01357929,0.007979267,0.008227634,0.008787349,0.007235031,0.01335752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002952014,"about_ca_system_score_gemma":0.03048878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003129882,"about_ca_topic_score_gemma":0.002570708,"domain_scores_codex":[0.6633871,0.132066,0.09079681,0.005091431,0.1060641,0.002594567],"domain_scores_gemma":[0.5026716,0.179376,0.04596076,0.08200949,0.1827336,0.007248687],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003061251,0.0003506724,0.0056218,0.01402906,0.000185117,0.0005582558,0.004163174,0.0005005199,0.007064465,0.03429908,0.3022019,0.6307197],"study_design_scores_gemma":[0.0001152185,0.0003659117,0.01153526,0.0148573,0.0001812735,0.001478398,0.001715686,0.0006943261,0.01033401,0.02327258,0.9352046,0.0002454254],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01143609,0.06941365,0.5956087,0.133275,0.06358545,0.01408289,0.01143877,0.0100707,0.09108876],"genre_scores_gemma":[0.04711214,0.06865152,0.7990247,0.01935977,0.01394615,0.01075938,0.01788343,0.004337221,0.01892578],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7686701,"threshold_uncertainty_score":0.947907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2595506956085398,"score_gpt":0.4211520045796572,"score_spread":0.1616013089711174,"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."}}