{"id":"W4393237662","doi":"10.23736/s2724-606x.23.05451-9","title":"The value of multicenter collaboration in Gynecologic Oncology research","year":2024,"lang":"en","type":"article","venue":"Minerva Obstetrics and Gynecology","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Impact factor; Percentile; Library science; Bibliometrics; Web of science; Medicine; Demography; Geography; Political science; Internal medicine; Sociology; Meta-analysis; Statistics; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001799258,0.00009450788,0.0002749563,0.0004346654,0.0001156859,0.00002603168,0.00009583078,0.0002791931,0.00003651172],"category_scores_gemma":[0.01340123,0.00006233822,0.00003600873,0.001450891,0.0002434443,0.00003823666,0.00008899837,0.0004711912,0.00001595419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003130354,"about_ca_system_score_gemma":0.0004811731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001190681,"about_ca_topic_score_gemma":0.0007716872,"domain_scores_codex":[0.9982535,0.0004094767,0.0004154445,0.0003224922,0.0002130019,0.0003860905],"domain_scores_gemma":[0.9741516,0.02514403,0.00004040238,0.0002317229,0.0003439319,0.00008832299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001840033,0.0004710413,0.1771955,0.0009102984,0.0001047925,0.0009076389,0.005017113,0.00002477997,0.002267687,0.02766836,0.007108305,0.7781405],"study_design_scores_gemma":[0.001859621,0.002885289,0.1833548,0.00007749126,0.0000409192,0.00005631854,0.008232877,0.01417289,0.0003998812,0.002604733,0.7861881,0.0001271106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467759,0.0327114,0.000006033383,0.01389394,0.002163505,0.0006542479,0.000007521965,0.00002040324,0.003767036],"genre_scores_gemma":[0.9940018,0.003918716,0.0002836637,0.0003530202,0.0000676177,0.0000733046,0.000009986716,0.00001203418,0.001279828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7790798,"threshold_uncertainty_score":0.9949093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0902466117314422,"score_gpt":0.4404499405198914,"score_spread":0.3502033287884492,"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."}}