{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06750204,0.0005864433,0.000793207,0.003863885,0.001814069,0.002228251,0.00340675,0.0009798188,0.002993744],"category_scores_gemma":[0.1711426,0.0006754713,0.0009594571,0.006617646,0.002232959,0.001746396,0.002160467,0.000796949,0.0009477793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01507002,"about_ca_system_score_gemma":0.04272588,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5194142,"about_ca_topic_score_gemma":0.4902305,"domain_scores_codex":[0.9458051,0.02114425,0.005865173,0.00403103,0.02070572,0.002448718],"domain_scores_gemma":[0.7853225,0.06023593,0.0237725,0.02633626,0.1000676,0.004265318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001994351,0.001040476,0.939712,0.001055004,0.000215465,0.0002420937,0.004589809,0.0004521431,0.0007018133,0.00102821,0.008521516,0.04044717],"study_design_scores_gemma":[0.0006401478,0.001151085,0.976317,0.0004307829,0.0002972311,0.0002599951,0.002233626,0.001919405,0.001049033,0.0001105785,0.01552146,0.00006953906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309475,0.0009147954,0.006333229,0.001202865,0.0001408822,0.02675663,0.02565236,0.0001063457,0.007945304],"genre_scores_gemma":[0.9462199,0.0004934111,0.01432936,0.001092039,0.0001121874,0.01055149,0.02583047,0.00006266441,0.001308444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5194142,"threshold_uncertainty_score":0.966832,"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."}}