{"id":"W4401788540","doi":"10.21037/jtd-24-597","title":"Characteristics of the top 100 cited original studies on extracorporeal membrane oxygenation: a bibliometric analysis","year":2024,"lang":"en","type":"article","venue":"Journal of Thoracic Disease","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"empirical","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","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.008973849,0.001033684,0.003614864,0.1428386,0.001285455,0.0039713,0.001132017,0.0008674341,0.005158353],"category_scores_gemma":[0.05377784,0.0004107007,0.003973255,0.1477576,0.0006744842,0.002224639,0.002134444,0.0005907115,0.0008648674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001750322,"about_ca_system_score_gemma":0.003510995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002806105,"about_ca_topic_score_gemma":0.003829292,"domain_scores_codex":[0.9881923,0.002068485,0.004550618,0.001043368,0.003613572,0.00053172],"domain_scores_gemma":[0.9321695,0.03983005,0.01384686,0.001572352,0.01090138,0.001679905],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001518041,0.0003158608,0.6641749,0.09035911,0.01242964,0.002052063,0.003091086,0.002355179,0.003545562,0.001921178,0.01965756,0.1985798],"study_design_scores_gemma":[0.0002807778,0.0005668391,0.8891125,0.01838154,0.01719872,0.00557726,0.006476208,0.004440814,0.002381705,0.003069832,0.05228268,0.0002310212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6372367,0.2344092,0.003864921,0.002779201,0.000410158,0.002442892,0.1046082,0.0004792566,0.01376952],"genre_scores_gemma":[0.8297,0.1115293,0.008286948,0.0002826501,0.0004233235,0.003195762,0.04420874,0.0001366111,0.002236632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9910262,"threshold_uncertainty_score":0.04745883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03588343267833852,"score_gpt":0.3358193476407346,"score_spread":0.299935914962396,"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."}}