{"id":"W4412616105","doi":"10.1111/1471-0528.18313","title":"When More of the Same Is Not Better","year":2025,"lang":"en","type":"article","venue":"BJOG An International Journal of Obstetrics & Gynaecology","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"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":[],"consensus_categories":[],"category_scores_codex":[0.03539376,0.0008272254,0.001524214,0.001454794,0.007869582,0.01203491,0.004674687,0.04132001,0.02924065],"category_scores_gemma":[0.171652,0.0007231275,0.002121961,0.001463727,0.01688995,0.01637029,0.0068756,0.06459276,0.01014717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01009566,"about_ca_system_score_gemma":0.02524402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0319804,"about_ca_topic_score_gemma":0.05145868,"domain_scores_codex":[0.9667488,0.01532909,0.002783953,0.003077758,0.008897804,0.003162608],"domain_scores_gemma":[0.9064293,0.05787766,0.003580164,0.002844236,0.02082062,0.008448019],"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":[0.00003171807,0.00001585163,0.0001675955,0.0001907636,0.00003209765,0.00006348325,0.0009746699,0.00002091582,0.00004067774,0.01556427,0.9732731,0.009624708],"study_design_scores_gemma":[0.00005986252,0.00003490641,0.0007848987,0.002261928,0.00005821212,0.000173108,0.003200246,0.00004176655,0.0002175306,0.01793708,0.97516,0.00007048459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00008825712,0.001813801,0.00007583986,0.9773517,0.01811648,0.000003996577,0.0000326269,0.000008888434,0.002508423],"genre_scores_gemma":[0.00414191,0.002494114,0.0001924471,0.976374,0.0124922,0.000020949,0.00002983531,0.0000485466,0.004206029],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04132001,"threshold_uncertainty_score":0.1871823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2623401528746371,"score_gpt":0.585868467624816,"score_spread":0.3235283147501789,"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."}}