{"id":"W4414860431","doi":"10.22541/au.175978996.62448962/v1","title":"Common Variable Immune Deficiency in Pregnancy: Multidisciplinary Approach to Improving Obstetrical Outcome","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Reproductive System and Pregnancy","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Pregnancy; Multidisciplinary approach; Common variable immunodeficiency; MEDLINE; Systematic review; Multidisciplinary team","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005864358,0.0003798317,0.0007026594,0.00171156,0.0007189041,0.001585965,0.0007380574,0.0006831292,0.002339713],"category_scores_gemma":[0.01642832,0.0001558619,0.0008012846,0.0008961337,0.0003261813,0.0009279241,0.001952283,0.00131284,0.0002294743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001505398,"about_ca_system_score_gemma":0.007034817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003732736,"about_ca_topic_score_gemma":0.007331952,"domain_scores_codex":[0.9972191,0.001754378,0.0003969291,0.0001701268,0.0002815159,0.0001779801],"domain_scores_gemma":[0.9963962,0.001060741,0.001060988,0.0001157971,0.0006736725,0.0006926122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003965856,0.0003954202,0.1309942,0.01014762,0.0008090439,0.001645613,0.001696548,0.001708752,0.001024468,0.004236163,0.03503507,0.8119104],"study_design_scores_gemma":[0.0009274518,0.00270133,0.573315,0.1688308,0.003251064,0.01599194,0.01443144,0.007639024,0.002519949,0.03372758,0.176331,0.0003335234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.1454064,0.6251575,0.03418426,0.1505793,0.002874182,0.002188415,0.001233915,0.0005660171,0.03781013],"genre_scores_gemma":[0.6491312,0.247022,0.08883595,0.008547906,0.001794667,0.001432603,0.0007663034,0.00005243425,0.002416881],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005864358,"threshold_uncertainty_score":0.03101403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03273193572711119,"score_gpt":0.2904735498290233,"score_spread":0.2577416141019121,"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."}}