{"id":"W4408804489","doi":"10.1101/2025.03.22.25324427","title":"How should menorrhagia be managed in people with bleeding disorders: A systematic review of the literature and thematic synthesis","year":2025,"lang":"en","type":"review","venue":"medRxiv","topic":"Education, Innovation and Language Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Systematic review; Thematic map; Medicine; Psychology; Political science; MEDLINE; Geography; Law; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07895751,0.00262462,0.01409189,0.02865764,0.001486024,0.00720422,0.002928064,0.003790073,0.004274069],"category_scores_gemma":[0.2062378,0.001988108,0.009947101,0.02066014,0.003230666,0.008922007,0.004359156,0.002417068,0.0003749142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01505669,"about_ca_system_score_gemma":0.03841658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009621731,"about_ca_topic_score_gemma":0.0181762,"domain_scores_codex":[0.9156423,0.04837468,0.02402279,0.003275718,0.007183661,0.001500856],"domain_scores_gemma":[0.8875166,0.07815107,0.01952008,0.002160898,0.01147537,0.001176005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001376506,0.0000162488,0.0004798117,0.9646621,0.005197325,0.00008368301,0.00195833,0.0001395528,0.0001267329,0.000761702,0.001235702,0.02520105],"study_design_scores_gemma":[0.0001884904,0.0001171883,0.001095602,0.9618626,0.01979595,0.0001673229,0.002879593,0.0001143127,0.0001475453,0.001072971,0.01251448,0.00004385873],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003178003,0.9820502,0.001550311,0.004767539,0.0009372207,0.005894405,0.0007810698,0.00002688167,0.000814334],"genre_scores_gemma":[0.04885972,0.9207339,0.009825756,0.003913202,0.0004893512,0.01532136,0.0004442692,0.000023386,0.0003890663],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07895751,"threshold_uncertainty_score":0.4175722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03256050017537274,"score_gpt":0.3409879291140462,"score_spread":0.3084274289386734,"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."}}