{"id":"W4385310072","doi":"10.1016/j.ajogmf.2023.101085","title":"Improving trustworthiness in research in Women's Health: A collective effort by OBGYN Editors","year":2023,"lang":"en","type":"editorial","venue":"American Journal of Obstetrics & Gynecology MFM","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Trustworthiness; Psychology; Medicine; Medical education; Social psychology","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":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.1017389,0.00613296,0.01485905,0.01311152,0.007205929,0.020482,0.006620587,0.03120963,0.008254416],"category_scores_gemma":[0.3192015,0.003656808,0.005274512,0.00606749,0.005539266,0.01104125,0.00499934,0.03349142,0.004789997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007487166,"about_ca_system_score_gemma":0.01437924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003026225,"about_ca_topic_score_gemma":0.01165563,"domain_scores_codex":[0.9245403,0.03050536,0.01315204,0.00469675,0.02540254,0.001703109],"domain_scores_gemma":[0.5803761,0.2551706,0.01990724,0.008006738,0.1189021,0.01763729],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008070697,0.00001290666,0.00007685331,0.001907377,0.0002190427,0.00006593308,0.00008091112,0.00002203678,0.00003242405,0.0003286066,0.9864634,0.01070965],"study_design_scores_gemma":[0.001203275,0.0001373362,0.001324058,0.01720257,0.002472755,0.0006862705,0.0004998511,0.001082668,0.0003094246,0.01091951,0.9639451,0.0002172381],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000376741,0.02212142,0.0003898377,0.1016542,0.8752846,0.00006288788,0.00005233554,0.00005716371,0.0003399405],"genre_scores_gemma":[0.0006088251,0.009338096,0.0005652849,0.03639781,0.9518211,0.0001365534,0.00001822127,0.00006456738,0.001049497],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9687904,"threshold_uncertainty_score":0.5380532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3937049156059872,"score_gpt":0.5251649686169302,"score_spread":0.1314600530109429,"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."}}