{"id":"W4310128048","doi":"10.1016/j.theriogenology.2022.11.043","title":"Optimization of gonadotropin stimulation protocols for in vitro embryo production in prepubertal Mediterranean water buffalo","year":2022,"lang":"en","type":"article","venue":"Theriogenology","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Embryo; Gonadotropin; Blastocyst; Embryo transfer; Andrology; Stimulation; Equine chorionic gonadotropin; Biology; Oocyte; Embryogenesis; Embryo quality; Internal medicine; Endocrinology; Ovulation; Medicine; Hormone; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005339115,0.00009063872,0.0002754064,0.0001714666,0.00004633925,0.000001115193,0.00006879941,0.0000888504,0.0002179392],"category_scores_gemma":[0.0001581375,0.0000728317,0.00004125293,0.0001404259,0.00009917815,0.00004982505,0.00004652752,0.0001471098,0.000001165564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000123621,"about_ca_system_score_gemma":0.00005220365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007965028,"about_ca_topic_score_gemma":0.00001942727,"domain_scores_codex":[0.9988031,0.0002221171,0.0003480443,0.0003515752,0.00007887084,0.0001962247],"domain_scores_gemma":[0.9995446,0.0000233725,0.00007986668,0.0002691292,0.00006650987,0.00001653463],"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":[0.02951716,0.0005610882,0.01204608,0.0001042923,0.00003158148,0.00000389707,0.002332049,0.0272767,0.9232492,0.00001728685,0.00001557688,0.004845034],"study_design_scores_gemma":[0.005596842,0.002634929,0.3273473,0.00002918302,0.00003868232,0.0000974877,0.00043686,0.01355494,0.6473265,0.001309323,0.001398288,0.0002295977],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858126,0.00006011926,0.000571685,0.0009887189,0.0001989976,0.01226928,0.00001072702,0.0000203335,0.00006753799],"genre_scores_gemma":[0.9901751,0.000002001897,0.001083238,0.00003964931,0.00009124078,0.008229131,0.0002444081,0.000013028,0.0001221939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3153012,"threshold_uncertainty_score":0.296999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03910963964036992,"score_gpt":0.3078278427557928,"score_spread":0.2687182031154229,"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."}}