{"id":"W4378347423","doi":"10.1002/hon.3183","title":"Women in Lymphoma: A 4‐year journey in promoting gender equity","year":2023,"lang":"en","type":"article","venue":"Hematological Oncology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Snowdome Foundation","keywords":"Equity (law); Gender equity; Lymphoma; Political science; Gender studies; Medicine; Internal medicine; Sociology; 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":[],"consensus_categories":[],"category_scores_codex":[0.005624255,0.00007439547,0.0003532528,0.0001657161,0.0001531961,0.00002141759,0.000394769,0.0002921753,0.0006549885],"category_scores_gemma":[0.001634192,0.0000644333,0.0000357297,0.0009025097,0.0003322653,0.0000783179,0.0003813719,0.0002035241,0.0003080547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007557764,"about_ca_system_score_gemma":0.0003200582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002373746,"about_ca_topic_score_gemma":0.001024284,"domain_scores_codex":[0.9977319,0.0005053912,0.0002386849,0.0002289467,0.0003973869,0.0008976623],"domain_scores_gemma":[0.9992315,0.0004098436,0.0000588861,0.00007841773,0.00003178739,0.0001895421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001527294,0.001032302,0.5911189,0.0001022604,0.00002152701,0.006093775,0.2064543,0.00001427488,0.00006583664,0.1513723,0.008968749,0.03460301],"study_design_scores_gemma":[0.0052419,0.0005927687,0.3196911,0.00009362607,0.00001206897,0.00005501199,0.4327754,0.0001654885,0.00002543999,0.1313166,0.1096101,0.0004205003],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.871573,0.00003319066,0.000003764919,0.00408477,0.0002200084,0.0001595541,8.29115e-7,0.00009261714,0.1238322],"genre_scores_gemma":[0.9986293,0.0001001682,0.00007533468,0.0007214262,0.00007068353,0.00003198345,0.000001967531,0.000003257111,0.000365851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2714278,"threshold_uncertainty_score":0.7171665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1743821584335879,"score_gpt":0.4082756117455758,"score_spread":0.2338934533119879,"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."}}