{"id":"W1988413544","doi":"10.1097/sla.0b013e318246591f","title":"The State of Research and Development in Global Cancer Surgery","year":2012,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Citation; Clinical trial; Impact factor; Cancer; Translational research; MEDLINE; Family medicine; Surgery; Internal medicine; Library science; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04640326,0.0006453789,0.001462854,0.02483225,0.001458291,0.01810518,0.001413413,0.001975283,0.007735549],"category_scores_gemma":[0.0815864,0.0005149652,0.001543984,0.07656791,0.004013912,0.01258248,0.005628388,0.001675147,0.00156669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006170807,"about_ca_system_score_gemma":0.01860998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005977397,"about_ca_topic_score_gemma":0.004648842,"domain_scores_codex":[0.9667543,0.01326187,0.005030798,0.004012264,0.008912418,0.002028262],"domain_scores_gemma":[0.8326455,0.09326749,0.03427492,0.009154625,0.02458923,0.006068171],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004566804,0.0001130578,0.2148026,0.03646471,0.001267453,0.000287409,0.007628642,0.001856069,0.001044845,0.07850022,0.03910906,0.6184693],"study_design_scores_gemma":[0.00007188457,0.0004510903,0.4836013,0.02281801,0.001110012,0.0009967937,0.01611143,0.001344224,0.001301665,0.02848447,0.4435335,0.0001757295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1370827,0.6476597,0.006602406,0.1147685,0.002427731,0.0001762697,0.01229041,0.0003509418,0.07864132],"genre_scores_gemma":[0.6781431,0.291353,0.01145534,0.007817708,0.00222763,0.0002714427,0.005899326,0.0001559621,0.002676383],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9535968,"threshold_uncertainty_score":0.2454068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.472309458154215,"score_gpt":0.4799556455047976,"score_spread":0.007646187350582534,"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."}}