{"id":"W4403592655","doi":"10.1016/j.fertnstert.2024.07.931","title":"THE EFFECT OF IMPLEMENTATION OF MATRICE LAB RECOMMENDATIONS ON EMBRYO TRANSFER TREATMENT OUTCOMES IN UNEXPLAINED REPEATED IMPLANTATION FAILURE PATIENTS – A SINGLE-CENTER RETROSPECTIVE COHORT STUDY","year":2024,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre; Université de Montréal; Montreal Clinical Research Institute; Centre Hospitalier Universitaire Sainte-Justine; Ottawa Fertility Centre; Quebec - Clinical Research Organization in Cancer; Canadian Institute of Mining, Metallurgy and Petroleum","funders":"","keywords":"Implantation failure; Retrospective cohort study; Single Center; Embryo transfer; Medicine; Center (category theory); Cohort; Cohort study; Single Embryo Transfer; Embryo; Surgery; Pregnancy; Internal medicine; Biology; Chemistry; Infertility","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":[0.001258783,0.0003240278,0.0005763732,0.0008628865,0.0007457994,0.001074477,0.0008057142,0.0009418183,0.001939455],"category_scores_gemma":[0.006881663,0.0004688775,0.001238671,0.001266858,0.0005941959,0.0009077157,0.0008063706,0.001246927,0.0002098743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006713956,"about_ca_system_score_gemma":0.0009518688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006477152,"about_ca_topic_score_gemma":0.007344592,"domain_scores_codex":[0.9980799,0.000504379,0.000249827,0.0005425694,0.0002452951,0.0003779797],"domain_scores_gemma":[0.9951566,0.001167368,0.002385014,0.0004548367,0.0003450471,0.0004910455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000159197,0.00004342987,0.9986086,0.00001067854,0.0001820436,0.00009050829,0.00007324588,0.00003449545,0.0000621126,0.00002787114,0.0000898556,0.0006180111],"study_design_scores_gemma":[0.00001819373,0.0002056714,0.9984536,0.00001487432,0.0001191715,0.0003447642,0.0003596579,0.0002578271,0.00003652363,0.00004000818,0.0001382134,0.00001145064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990842,0.0003253985,0.00006311873,0.00004486027,0.00001024553,0.000009863963,0.0002469161,0.000001795662,0.0002134901],"genre_scores_gemma":[0.9994948,0.00008520886,0.0000469447,0.00003227763,0.00001302169,0.00001031147,0.0002524518,0.000002667783,0.00006235285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006477152,"threshold_uncertainty_score":0.01287889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01275201599297279,"score_gpt":0.304562250650786,"score_spread":0.2918102346578132,"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."}}