{"id":"W4327716283","doi":"10.3390/ani13061077","title":"Optimizing Bull Semen Cryopreservation Media Using Multivariate Statistics Approaches","year":2023,"lang":"en","type":"article","venue":"Animals","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Mitacs","keywords":"Extender; Semen; Semen quality; Cryopreservation; Chemistry; Multivariate statistics; Mathematics; Biology; Statistics; Embryo; Anatomy; Genetics; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005240741,0.00145777,0.001037812,0.001047194,0.0004275222,0.001170316,0.0008743727,0.0004441049,0.001796389],"category_scores_gemma":[0.006753397,0.0003602717,0.002085411,0.0008664515,0.0004311027,0.0006519128,0.000743886,0.0009902923,0.0002596613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006840723,"about_ca_system_score_gemma":0.001921214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004181388,"about_ca_topic_score_gemma":0.003664861,"domain_scores_codex":[0.9982973,0.0008864278,0.000131503,0.0003741613,0.000181798,0.0001288101],"domain_scores_gemma":[0.9970732,0.00220525,0.0002494194,0.0001634715,0.0002637154,0.00004503221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001475421,0.001106313,0.03717665,0.0008642274,0.001382709,0.0001138655,0.0003129424,0.5531976,0.05086702,0.005016614,0.001470913,0.3470157],"study_design_scores_gemma":[0.00007897312,0.00133843,0.01897116,0.00003973033,0.0002762203,0.00003090936,0.0001491853,0.9557135,0.01857576,0.002897629,0.001858911,0.00006951232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3354962,0.0006108507,0.6593214,0.0001954091,0.00003437079,0.0004568499,0.001424872,0.00147466,0.0009854265],"genre_scores_gemma":[0.5891657,0.0003265857,0.4055569,0.0000944221,0.0000194843,0.0009734124,0.002864078,0.0002331302,0.0007664125],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005240741,"threshold_uncertainty_score":0.02771598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1927691843630324,"score_gpt":0.3208955934880813,"score_spread":0.1281264091250489,"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."}}