{"id":"W4415583927","doi":"10.21203/rs.3.rs-7809501/v1","title":"Efficacy and Safety Evaluation of HyperSperm Treatment in Human Semen Samples","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SKiN Health","funders":"Agència de Gestió d'Ajuts Universitaris i de Recerca; Generalitat de Catalunya","keywords":"Sperm; Semen; DNA fragmentation; Semen analysis; Sperm motility; Fertility; Semen quality; Sperm quality","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":[0.001748221,0.0003572491,0.000603117,0.0004292013,0.0003716745,0.0004097491,0.0003860338,0.0006987359,0.003290354],"category_scores_gemma":[0.002143423,0.0001327968,0.0005092883,0.0003132883,0.0006691754,0.0002751372,0.0001896498,0.0004907292,0.000362521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002467772,"about_ca_system_score_gemma":0.0005393714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003589109,"about_ca_topic_score_gemma":0.0002545502,"domain_scores_codex":[0.9987233,0.0007942247,0.00006543854,0.0001438384,0.0002122272,0.0000608297],"domain_scores_gemma":[0.9990224,0.0004065649,0.0001907428,0.0001506358,0.0001396514,0.00008997148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.2625146,0.01158345,0.02087957,0.001341015,0.0006810443,0.0004252314,0.0008316794,0.001346885,0.5203632,0.001065176,0.001319217,0.177649],"study_design_scores_gemma":[0.006264772,0.4980614,0.04517112,0.0001086594,0.001156606,0.001076554,0.0004439779,0.002679057,0.4384628,0.0003555994,0.00616749,0.00005191608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926021,0.004266944,0.001135183,0.0001260785,0.00009521538,0.0002542738,0.0002715977,0.0000442823,0.001204381],"genre_scores_gemma":[0.9966787,0.0009677314,0.0006737268,0.00007270462,0.0001238534,0.0000727814,0.000256758,0.000008784872,0.001145148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003290354,"threshold_uncertainty_score":0.01100731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1827479464933841,"score_gpt":0.4700737336222133,"score_spread":0.2873257871288292,"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."}}