{"id":"W7083312032","doi":"10.5281/zenodo.17200353","title":"Intrauterine Autologous PBMC Therapy: Effects on Endome-trial Immunity and IVF Success in Repeated Implantation Failure","year":2025,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Peripheral blood mononuclear cell; Immune system; Immunity; In utero; Cell mediated immunity; Antibody; Cellular immunity; Immunotherapy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.000647569,0.0002507813,0.0002956532,0.0007022688,0.00115746,0.001496143,0.00143103,0.0002009965,0.0001800595],"category_scores_gemma":[0.0004811615,0.0002453589,0.00003990251,0.000810603,0.000115417,0.0003949708,0.001092807,0.0007251269,0.0001253704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001266946,"about_ca_system_score_gemma":0.00002023994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001093952,"about_ca_topic_score_gemma":0.000003725336,"domain_scores_codex":[0.9977084,0.0006998616,0.00034162,0.0006310763,0.0002893903,0.0003296002],"domain_scores_gemma":[0.9986376,0.0001107463,0.0002187371,0.0006900447,0.0002583505,0.00008448326],"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":[0.0008710259,0.0001206916,4.125007e-7,0.0003017004,0.00003668451,0.0000572988,0.0001960124,0.000006815805,0.0001755693,0.0002056102,0.5636855,0.4343427],"study_design_scores_gemma":[0.006548565,0.0006124664,0.0001028942,0.0002405216,0.0000117949,0.0002639021,0.00001957082,0.0002958893,0.000743567,0.0002500862,0.990634,0.0002767484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.07812602,0.001446396,0.03194932,0.004851063,0.006979546,0.00934284,0.851279,0.006655846,0.009370019],"genre_scores_gemma":[0.01540836,0.001591318,0.0007977755,0.0002300507,0.0002752131,6.688318e-7,0.9812242,0.0003295201,0.0001429376],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.434066,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385387937566542,"score_gpt":0.2515934414224075,"score_spread":0.2377395620467421,"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."}}