{"id":"W4414826427","doi":"10.1016/j.rbmo.2025.105338","title":"Response to: Representation of study in recent RBMO Commentary","year":2025,"lang":"en","type":"letter","venue":"Reproductive BioMedicine Online","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"CReATe Fertility Centre","funders":"","keywords":"Representation (politics); Feature (linguistics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1262757,0.0005904196,0.007074257,0.004079469,0.00005563618,0.00008890878,0.002283378,0.0002648806,0.002258579],"category_scores_gemma":[0.1356674,0.0003190852,0.0008487509,0.009846486,0.0001537057,0.0001132524,0.0005208665,0.0009478142,0.0001700268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000274734,"about_ca_system_score_gemma":0.000216976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003167548,"about_ca_topic_score_gemma":0.00009777313,"domain_scores_codex":[0.9142185,0.04639504,0.02127147,0.005352297,0.01220184,0.000560851],"domain_scores_gemma":[0.9717617,0.007775776,0.00609805,0.01105011,0.00320921,0.0001051786],"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":[0.0003679908,0.0006689187,0.01223004,0.0000822024,0.0004149152,0.0001357217,0.001060029,0.00001059169,0.0003412683,7.733707e-7,0.9677496,0.01693794],"study_design_scores_gemma":[0.0006992818,0.0006213621,0.04138692,0.000302274,0.0003969526,0.00000671373,0.003004219,0.00003291873,0.00007016897,0.0002919281,0.9529591,0.0002281636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06268457,0.0006671168,0.0002778663,0.9299979,0.001407818,0.004340443,0.000298969,0.00000740955,0.0003178817],"genre_scores_gemma":[0.01099011,0.0002520621,0.006909762,0.8975568,0.00795822,0.0003791591,0.002122159,0.00008737882,0.07374434],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07342646,"threshold_uncertainty_score":0.9999261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6348432797521111,"score_gpt":0.573096936677234,"score_spread":0.06174634307487703,"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."}}