{"id":"W2789474603","doi":"10.1007/978-3-319-71815-6_32","title":"Sperm DNA Testing: Where Do We Go from Here?","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Sperm; Computational biology; Computer science; Biology; 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":[],"consensus_categories":[],"category_scores_codex":[0.001239327,0.0008999432,0.0009623262,0.001397039,0.0008514459,0.00283709,0.001039611,0.002938164,0.03371959],"category_scores_gemma":[0.002798405,0.0003241582,0.0003951367,0.0009461936,0.002074098,0.004449125,0.001823201,0.005408665,0.01719777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001622003,"about_ca_system_score_gemma":0.002410844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003093779,"about_ca_topic_score_gemma":0.00680661,"domain_scores_codex":[0.9995916,0.0001185341,0.00002261175,0.00004449124,0.0001922274,0.00003044619],"domain_scores_gemma":[0.9992267,0.0004447786,0.00002581691,0.00002558684,0.0001858845,0.00009113328],"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":[0.00001510756,0.00002721657,0.00009961316,0.0004262107,0.000004958104,0.000135713,0.0002536061,0.0001434629,0.0001895669,0.04428011,0.7077847,0.2466396],"study_design_scores_gemma":[0.000002792261,0.000008660798,0.0001090212,0.0005526274,0.000003331078,0.0003989094,0.0001087768,0.00004665852,0.00006371396,0.01734054,0.9813565,0.000008434608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0005037969,0.4891989,0.01167506,0.1103103,0.03846651,0.00007990396,0.0004800162,0.0005439073,0.3487416],"genre_scores_gemma":[0.005472525,0.2900166,0.01218388,0.0581499,0.01647259,0.0001725934,0.0004433144,0.0006681252,0.6164205],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03371959,"threshold_uncertainty_score":0.1128033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03800499211706053,"score_gpt":0.2457040708560774,"score_spread":0.2076990787390169,"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."}}