{"id":"W3111480934","doi":"10.1097/gox.0000000000003202","title":"Globalization of Plastic and Reconstructive Surgery: A Continent, Country, and State-Level Analysis of Publications","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globe; China; Reconstructive surgery; Globalization; State (computer science); Geography; Political science; Medicine; Surgery; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003041492,0.000332259,0.001863819,0.0007608117,0.0001806671,0.001007242,0.001177388,0.0001873084,0.0003412133],"category_scores_gemma":[0.05991033,0.0002875775,0.0002492047,0.007297614,0.001051468,0.002910515,0.0008984366,0.0002161606,0.000006398029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009333573,"about_ca_system_score_gemma":0.0008240948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046273,"about_ca_topic_score_gemma":0.0003662216,"domain_scores_codex":[0.9948695,0.0005466568,0.002019103,0.00107326,0.001091438,0.0004000296],"domain_scores_gemma":[0.9740841,0.02135386,0.002187724,0.0004022238,0.001506826,0.0004652031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002872758,0.00003307398,0.9682207,0.00002131624,0.000965862,0.000001835233,0.0001878798,0.0001327366,0.00001527978,0.004541367,0.005331349,0.02026131],"study_design_scores_gemma":[0.0004058099,0.00003386638,0.9814723,0.0000940904,0.0006400222,0.00003516645,0.001798568,0.007279852,0.00006073128,0.006946686,0.000874288,0.0003586298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736149,0.0002184383,0.01512666,0.000576396,0.0006943091,0.0004297296,0.006858563,0.00003075894,0.002450264],"genre_scores_gemma":[0.9987258,0.0001137374,0.0008087603,0.000129053,0.00003213678,0.0000196963,0.0001343647,0.00001175678,0.00002475263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05686884,"threshold_uncertainty_score":0.9999576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1014369725003097,"score_gpt":0.3529987879946642,"score_spread":0.2515618154943545,"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."}}