{"id":"W4406156201","doi":"10.1186/s13643-024-02716-9","title":"Sex and gender in perioperative cardiovascular research: protocol for a scoping review","year":2025,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Medicine; Inclusion (mineral); Perioperative; Population; Categorization; MEDLINE; Alternative medicine; Protocol (science); Medical education; Family medicine; Pathology; Surgery; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1126026,0.006089641,0.01395459,0.01879007,0.005654311,0.009250307,0.005659197,0.01076211,0.08054738],"category_scores_gemma":[0.1168835,0.005857739,0.01526153,0.01521222,0.005515859,0.009651858,0.007769221,0.008532104,0.01626951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01407708,"about_ca_system_score_gemma":0.06871638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004533058,"about_ca_topic_score_gemma":0.008961639,"domain_scores_codex":[0.9453299,0.02427298,0.01787419,0.003805719,0.006063554,0.002653655],"domain_scores_gemma":[0.908906,0.03521598,0.01521467,0.008041478,0.02882737,0.003794522],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.009809352,0.001039757,0.001244395,0.8058707,0.001624057,0.001961955,0.009879841,0.002400839,0.003765008,0.01226359,0.07278515,0.07735542],"study_design_scores_gemma":[0.01724988,0.002702119,0.005760629,0.5168535,0.002865015,0.0009991738,0.007665255,0.001328587,0.00271485,0.01679561,0.4244281,0.0006374213],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002117187,0.0007489454,0.0009304106,0.000279401,0.0002349424,0.995574,0.001610131,0.0000342494,0.0003760997],"genre_scores_gemma":[0.0001531228,0.0005437888,0.001874066,0.0001197841,0.00002148174,0.9968703,0.0002540121,0.000003709042,0.0001596653],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8873974,"threshold_uncertainty_score":0.5955065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7000084286309107,"score_gpt":0.6147133470968379,"score_spread":0.08529508153407284,"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."}}