{"id":"W4221022316","doi":"10.1080/14767058.2022.2049749","title":"Should pregnant women with diabetes be counseled differently if nephropathy was detected? a population database study","year":2022,"lang":"en","type":"article","venue":"The Journal of Maternal-Fetal & Neonatal Medicine","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Diabetes mellitus; Nephropathy; Population; Diabetic nephropathy; Database; Endocrinology; Environmental health; Computer science","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":[0.003085041,0.0002148818,0.0006329782,0.001377371,0.0004780714,0.001036064,0.0009136844,0.0009769208,0.001548855],"category_scores_gemma":[0.01327213,0.0004975534,0.0009621727,0.004320893,0.0002524867,0.0009692877,0.000699207,0.0008234159,0.000221736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000862319,"about_ca_system_score_gemma":0.001010069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01899604,"about_ca_topic_score_gemma":0.02161191,"domain_scores_codex":[0.9960402,0.001922025,0.0007139585,0.0006626046,0.0004333864,0.0002277822],"domain_scores_gemma":[0.9945993,0.001686173,0.002436498,0.0005202821,0.0004122106,0.0003453835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001941287,0.0001008617,0.9949481,0.0001539247,0.0003887309,0.0001041297,0.0001671688,0.00003700971,0.00003722074,0.00005825305,0.000888736,0.002921747],"study_design_scores_gemma":[0.0000797452,0.0001102152,0.9971119,0.0001859971,0.0003567809,0.0003209159,0.000528893,0.0003774943,0.00002416843,0.00009214954,0.0007976624,0.00001396703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857187,0.002716051,0.0003348709,0.001139879,0.00003318322,0.0002007633,0.008394098,0.000009577287,0.001452798],"genre_scores_gemma":[0.9941556,0.001319425,0.000457151,0.0006736278,0.00002532299,0.0002262214,0.00299406,0.000003571589,0.0001449188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01899604,"threshold_uncertainty_score":0.03777093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02008615844466087,"score_gpt":0.2773031865966906,"score_spread":0.2572170281520297,"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."}}