{"id":"W4240860127","doi":"10.1097/grf.0000000000000321","title":"Foreword","year":2017,"lang":"en","type":"letter","venue":"Clinical Obstetrics & Gynecology","topic":"Reproductive Health and Contraception","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Obstetrics and gynaecology; Medicine; Gynecologic oncology; Columbia university; Gynecology; Library science; Family medicine; Media studies; Surgery; Pregnancy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001204175,0.0003947715,0.001736133,0.0003161209,0.0002219382,0.00002794306,0.0004708284,0.00433385,0.0005728906],"category_scores_gemma":[0.09109506,0.0003413043,0.0006886187,0.0001857804,0.0005667154,0.00006909569,0.0001485305,0.00656548,0.00182709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003062245,"about_ca_system_score_gemma":0.001024307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001570374,"about_ca_topic_score_gemma":0.000005765944,"domain_scores_codex":[0.9955839,0.0003759066,0.001456931,0.001285482,0.0004133622,0.0008844511],"domain_scores_gemma":[0.9843196,0.01137431,0.001119092,0.002248719,0.0006144312,0.0003238198],"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":[0.00006154335,0.0001596899,0.01522414,0.000227469,0.000111859,0.002360126,0.000005601677,3.490309e-8,0.000001328061,0.00002517621,0.833588,0.148235],"study_design_scores_gemma":[0.001780481,0.001499141,0.09322831,0.00005187946,0.0003455711,0.0001343792,0.000002987986,0.00002175884,0.000001020457,0.0007131983,0.9019616,0.0002596723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00476129,0.003003806,0.0002036665,0.954856,0.02385247,0.001426125,0.00004544697,0.0001403124,0.01171086],"genre_scores_gemma":[0.004522889,0.001554326,0.0007062172,0.8950608,0.03191529,0.0001125721,0.0004665018,0.0001021326,0.06555927],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1479754,"threshold_uncertainty_score":0.9999039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1155482961281531,"score_gpt":0.42388559626524,"score_spread":0.3083373001370869,"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."}}