{"id":"W4391097528","doi":"10.5399/osu/advjrnl.4.2.2","title":"Results & Successes of eAlliances: A Distributed Peer Mentoring Network Model for Women in Physics & Astronomy","year":2024,"lang":"en","type":"article","venue":"ADVANCE Journal","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Livermore National Laboratory; Division of Materials Research; Directorate for STEM Education; University of North Carolina at Chapel Hill; University of Alberta; Illinois Wesleyan University; University of Miami; Rhodes College; Colorado College; University of Colorado Boulder; University of Pennsylvania; Kent State University; University of Rochester; University of Minnesota; Howard Hughes Medical Institute; Bucknell University; Carleton College; National Science Foundation","keywords":"Physics; Astronomy; Astrophysics; Engineering physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007464282,0.0001528483,0.000404947,0.00005300503,0.00008640849,0.00002106493,0.0001296635,0.00007567712,0.00002006514],"category_scores_gemma":[0.0002021661,0.0001254525,0.0001030722,0.0002854688,0.00009528467,0.0003654314,0.00001747899,0.0004355753,0.000002629293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005232264,"about_ca_system_score_gemma":0.0002986792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001475471,"about_ca_topic_score_gemma":0.0000312528,"domain_scores_codex":[0.9984954,0.00002779212,0.0004990032,0.0002256398,0.0002206338,0.0005315592],"domain_scores_gemma":[0.9990323,0.0002998262,0.0001916745,0.0001785962,0.0001635543,0.0001340387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00479179,0.0003911395,0.01094699,0.0005281425,0.0004125321,0.00004574721,0.004516173,0.868417,0.0007088898,0.001503064,0.01062354,0.09711497],"study_design_scores_gemma":[0.003298326,0.0002738526,0.0005207547,0.0009053861,0.00004142945,0.00009020153,0.0001672924,0.01455525,0.000113893,0.02694411,0.9529107,0.0001787766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03763376,0.005112571,0.9538864,0.001423915,0.001011525,0.0003034901,0.00009368186,0.00003511094,0.0004995685],"genre_scores_gemma":[0.371408,0.006163714,0.5916248,0.0002632225,0.006841551,0.0001837713,0.0001710965,0.00008780847,0.02325603],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9422872,"threshold_uncertainty_score":0.5115806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03273227357788398,"score_gpt":0.3902440778038151,"score_spread":0.3575118042259311,"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."}}