{"id":"W2950776860","doi":"10.1093/hropen/hoz010","title":"A systematic review of database validation studies among fertility populations","year":2019,"lang":"en","type":"review","venue":"Human Reproduction Open","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Toronto; Children's Hospital of Eastern Ontario; Ottawa Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"CINAHL; MEDLINE; Medicine; Population; Database; Medical record; Family medicine; Computer science; Psychological intervention","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":["metaresearch","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.07326712,0.002159783,0.0121312,0.02343037,0.001660855,0.005789367,0.004832991,0.002804161,0.006406847],"category_scores_gemma":[0.2804266,0.002344375,0.01122728,0.02841129,0.002657671,0.00784232,0.00377385,0.001852823,0.0005744225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01216109,"about_ca_system_score_gemma":0.0349892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01141642,"about_ca_topic_score_gemma":0.03139151,"domain_scores_codex":[0.8875479,0.0469982,0.04790095,0.004854848,0.01156564,0.001132473],"domain_scores_gemma":[0.6912635,0.2328513,0.04526638,0.005969936,0.02363128,0.001017642],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001294513,0.000009841635,0.0009966511,0.9791267,0.006444151,0.0000620968,0.0003921032,0.00004468094,0.00005804962,0.0001960066,0.0006720562,0.01186821],"study_design_scores_gemma":[0.0002277038,0.0001108286,0.00265482,0.9561633,0.03280783,0.0001765866,0.000538584,0.00004826413,0.0001359243,0.0001957654,0.006908064,0.00003236227],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0044666,0.9869145,0.0009449256,0.0007134703,0.000307592,0.003522381,0.002198295,0.00003153197,0.0009007329],"genre_scores_gemma":[0.06288844,0.9149128,0.005463021,0.002010509,0.0001642749,0.01218098,0.002103377,0.00003770011,0.0002389162],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9878688,"threshold_uncertainty_score":0.3874782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3652919465329455,"score_gpt":0.4996483902729149,"score_spread":0.1343564437399694,"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."}}