{"id":"W4318817724","doi":"10.21203/rs.3.rs-2490699/v1","title":"Scientific Interest in Lymphedema Rehabilitation; A Bibliometric Analysis","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rehabilitation; Lymphedema; Multidisciplinary approach; Medicine; Scopus; Library science; Family medicine; Physical therapy; MEDLINE; Cancer; Social science; Political science; Breast cancer; Internal medicine; Sociology","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","bibliometrics","insufficient_payload"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.006778951,0.0002498167,0.0008703492,0.3230085,0.0001783982,0.0006012294,0.0004797853,0.0003182234,0.00049284],"category_scores_gemma":[0.01812532,0.0002141456,0.0006261129,0.3644257,0.0004303929,0.0001025499,0.001151672,0.0001459157,0.0009918695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001109165,"about_ca_system_score_gemma":0.001966079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001661659,"about_ca_topic_score_gemma":0.001085674,"domain_scores_codex":[0.9941644,0.0009070127,0.0007958687,0.001234795,0.002129384,0.0007685092],"domain_scores_gemma":[0.9925696,0.003101546,0.000127026,0.001758185,0.001924222,0.0005194526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001403441,0.0006850961,0.9746909,0.006689087,0.000556989,0.0002989184,0.0008439114,0.0001525873,0.00004870938,0.0002378776,0.01175623,0.003899344],"study_design_scores_gemma":[0.0009435718,0.000204112,0.9878432,0.002706636,0.0002924058,0.000003225422,0.002370342,0.002374773,0.00002249,0.002406241,0.000642807,0.0001901546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914312,0.002782189,0.00008503377,0.00181844,0.0004356296,0.00193553,0.0001686939,0.000174931,0.001168331],"genre_scores_gemma":[0.9934515,0.0001156563,0.00034494,0.0000150304,0.0001861241,0.0006878362,0.000701515,0.00004938815,0.004447952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04141719,"threshold_uncertainty_score":0.999786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2564288083729076,"score_gpt":0.4824389443335789,"score_spread":0.2260101359606713,"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."}}