{"id":"W4393057516","doi":"10.1177/20533691241239485","title":"A retrospective audit of general practitioner’s referrals to Guys and St Thomas’ specialist menopause clinic between 2021 and 2022","year":2024,"lang":"en","type":"article","venue":"Post Reproductive Health","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Audit; Menopause; Medicine; Family medicine; Management; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001622406,0.0002887036,0.0008818451,0.0002987105,0.0002336912,0.00005069026,0.00005273095,0.00009454758,0.0002985804],"category_scores_gemma":[0.0009677894,0.0002360234,0.00002056897,0.0005141515,0.0001425931,0.0002370931,0.0001060229,0.0004186848,0.00004818134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006617571,"about_ca_system_score_gemma":0.0009904933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002361985,"about_ca_topic_score_gemma":0.0001862665,"domain_scores_codex":[0.9968066,0.000266042,0.0007444101,0.001234601,0.0004308847,0.0005174726],"domain_scores_gemma":[0.9978275,0.0001326757,0.00029297,0.0006776816,0.0003258648,0.000743281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00995637,0.003597433,0.3271761,0.01390366,0.005745257,0.001248149,0.03583233,0.000002470683,0.05069254,0.01823107,0.3944935,0.1391211],"study_design_scores_gemma":[0.002227056,0.0183809,0.9199919,0.0007729586,0.0003927338,0.0002766885,0.0003748625,0.000003196055,0.001151592,0.001768073,0.05434478,0.0003153278],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9230283,0.0105289,0.00002934454,0.0591758,0.0006587513,0.002510968,0.001139345,0.00007136252,0.002857178],"genre_scores_gemma":[0.9816718,0.003562297,0.002378713,0.001441396,0.002839895,0.00007968437,0.0002689467,0.00007287356,0.007684412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5928158,"threshold_uncertainty_score":0.9624753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0665522578569106,"score_gpt":0.4072857663292413,"score_spread":0.3407335084723307,"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."}}