{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03756963,0.002238625,0.006707442,0.004153687,0.008792671,0.01144983,0.007703976,0.142186,0.01877527],"category_scores_gemma":[0.2491216,0.003747236,0.005611329,0.003989422,0.008286436,0.005424882,0.006728045,0.07584952,0.01570122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01782218,"about_ca_system_score_gemma":0.01973305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01377745,"about_ca_topic_score_gemma":0.02027328,"domain_scores_codex":[0.9641283,0.01041095,0.006432893,0.004257843,0.01041074,0.004359311],"domain_scores_gemma":[0.8246423,0.1170702,0.01557059,0.005211948,0.02418308,0.01332188],"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":[0.00006989204,0.000008296384,0.0002454119,0.0002056845,0.0000620389,0.0003310826,0.0001392222,0.00003809893,0.00009090648,0.0009547742,0.9954453,0.002409377],"study_design_scores_gemma":[0.0004889387,0.00006153254,0.001486376,0.003095448,0.0003779144,0.0009218283,0.000495275,0.0006963105,0.0003053966,0.006873239,0.9850426,0.0001551246],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00009716189,0.0006593739,0.0001085788,0.9521396,0.04578531,0.00004623888,0.000161526,0.000041889,0.0009603202],"genre_scores_gemma":[0.0006564017,0.0002324517,0.0001664602,0.9565142,0.04098713,0.00008397111,0.0000306141,0.00003487308,0.001293834],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.142186,"threshold_uncertainty_score":0.1986896,"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."}}