{"id":"W4388203567","doi":"10.1200/op.2023.19.11_suppl.460","title":"Authorship characteristics of hematology and oncology education chapters: A comprehensive analysis.","year":2023,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Equity (law); Internal medicine; Family medicine; Diversity (politics); Medicine; Clinical Oncology; Library science; Medical education; Oncology; Psychology; Political science; Cancer; 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"],"consensus_categories":[],"category_scores_codex":[0.002596216,0.0001135213,0.0005830288,0.0005431833,0.000375038,0.00001906601,0.000189517,0.000523694,0.00009033529],"category_scores_gemma":[0.02168444,0.0001306558,0.00006485783,0.001848251,0.0007024885,0.0003101018,0.00006727648,0.0003790868,0.0001044799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000530972,"about_ca_system_score_gemma":0.003047387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004665812,"about_ca_topic_score_gemma":0.001659316,"domain_scores_codex":[0.9960532,0.00245272,0.0005284023,0.0003127038,0.0002589546,0.0003940174],"domain_scores_gemma":[0.978687,0.01919279,0.000951589,0.000200972,0.0007270665,0.0002405699],"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":[0.000353331,0.001211706,0.09629094,0.0001654981,0.0006362064,0.00003987885,0.2684893,0.000002434788,0.0001567993,0.2359394,0.004510995,0.3922035],"study_design_scores_gemma":[0.0002099452,0.0002853908,0.18091,0.000011163,0.0005901919,0.00001555934,0.05777152,0.00003698442,0.000008495425,0.001634747,0.7584084,0.0001175934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8629743,0.0003684691,0.00006103284,0.1099795,0.007479211,0.001140218,0.000008414351,0.0001420989,0.01784674],"genre_scores_gemma":[0.9918821,0.001692626,0.002785819,0.002154154,0.0007596866,0.000476583,0.00005267833,0.00001398306,0.0001823577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7538974,"threshold_uncertainty_score":0.9865564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1870982366161293,"score_gpt":0.5180617438633752,"score_spread":0.3309635072472459,"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."}}