{"id":"W2951578425","doi":"10.1093/hropen/hoaa005","title":"The Canadian Assisted Reproductive Technologies Register (CARTR) Plus database: a validation study","year":2020,"lang":"en","type":"article","venue":"Human Reproduction Open","topic":"Ovarian function and disorders","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Queen's University; Children's Hospital of Eastern Ontario; Ottawa Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Database; Audit; Cohen's kappa; Quality assurance; Computer science; Statistics; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00110224,0.0001702797,0.0002526864,0.0001207772,0.001246903,0.0003762534,0.0003645333,0.00008334509,0.0002055402],"category_scores_gemma":[0.001819243,0.00012915,0.00005279472,0.000615914,0.0001807872,0.0002912579,0.0002439802,0.0003853266,0.0001696166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002648968,"about_ca_system_score_gemma":0.0004256784,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03417246,"about_ca_topic_score_gemma":0.05790465,"domain_scores_codex":[0.9977469,0.0001408322,0.0003615106,0.001144488,0.0003564192,0.000249864],"domain_scores_gemma":[0.9974389,0.00001579449,0.0001732442,0.001880048,0.000343648,0.0001483424],"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":[0.004245394,0.001483901,0.06415771,0.0001906367,0.00135592,0.0002790249,0.01544422,0.0001358896,0.009583784,0.01674865,0.7965261,0.08984879],"study_design_scores_gemma":[0.004399798,0.001220487,0.08491428,0.0000395933,0.0002737637,0.0001431018,0.03866847,0.00004152918,0.003092137,0.0004709596,0.8663151,0.0004207805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3456458,0.0007523129,0.0001956345,0.5032383,0.002263656,0.0156809,0.00003458996,0.001757421,0.1304314],"genre_scores_gemma":[0.9829282,0.00001316095,0.0002033452,0.0007615852,0.000424172,0.0002218146,0.0001454084,0.00003194098,0.01527042],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6372823,"threshold_uncertainty_score":0.972259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1412102017165759,"score_gpt":0.3519819282078979,"score_spread":0.210771726491322,"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."}}