{"id":"W3137233702","doi":"10.48083/vzqd4051","title":"Striving for Global Representation","year":2021,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subspecialty; Political science; Representation (politics); Public relations; Engineering ethics; Library science; Sociology; Medicine; Law; Computer science; Politics; Family medicine; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02503735,0.0009321621,0.001078328,0.002662235,0.008049939,0.02399686,0.002243382,0.009818542,0.03185346],"category_scores_gemma":[0.03176338,0.0004999957,0.001060547,0.001804036,0.01016299,0.02690867,0.02977081,0.02164545,0.009883854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003948894,"about_ca_system_score_gemma":0.01690708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002233372,"about_ca_topic_score_gemma":0.003501638,"domain_scores_codex":[0.984548,0.004789778,0.0005352616,0.001898603,0.003752385,0.004475995],"domain_scores_gemma":[0.9576108,0.00552538,0.001934533,0.002761084,0.006202226,0.02596593],"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":[0.00003718086,0.0001491986,0.002138064,0.0003862778,0.00005475375,0.0003516935,0.01018121,0.0001363504,0.0005880477,0.2115175,0.6810486,0.09341119],"study_design_scores_gemma":[0.00001422849,0.00004258365,0.001014245,0.0003371713,0.00001097071,0.0002074836,0.005390814,0.00008555874,0.0001361508,0.03711594,0.9556191,0.00002577413],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003179868,0.0122468,0.002507253,0.9057194,0.02226624,0.00003533525,0.00008248477,0.000192138,0.05377052],"genre_scores_gemma":[0.1817047,0.0196655,0.008668825,0.6778281,0.02632092,0.0002040735,0.0004503312,0.0008034609,0.08435412],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03185346,"threshold_uncertainty_score":0.1324117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08221986666147069,"score_gpt":0.4282817166753073,"score_spread":0.3460618500138367,"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."}}