{"id":"W4403626030","doi":"10.1016/j.ijrobp.2024.10.027","title":"A 5-Year, Multi-Institutional Mentorship Program in Radiation Oncology: The Society for Women in Radiation Oncology Experience","year":2024,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Radiation oncology; Mentorship; Medicine; Surgical oncology; Oncology; Clinical Oncology; Internal medicine; Medical physics; Radiation therapy; Medical education; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00398025,0.0003215351,0.0005856676,0.0003675828,0.0001428605,0.0000793423,0.000771536,0.0006846372,0.0001664667],"category_scores_gemma":[0.0006284962,0.0002585504,0.0003836732,0.0005180096,0.0003246829,0.0004645374,0.00008664456,0.001126582,0.00005758556],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007973381,"about_ca_system_score_gemma":0.001849647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000056743,"about_ca_topic_score_gemma":0.00002490942,"domain_scores_codex":[0.9963034,0.000630656,0.001435162,0.000526264,0.0003789379,0.0007255644],"domain_scores_gemma":[0.9967873,0.001636482,0.0009208872,0.0001743942,0.0003019451,0.0001789625],"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":[0.0005876198,0.001408243,0.07309664,0.00002341209,0.0007752368,0.00005388593,0.04228271,0.00102949,0.000656848,0.03229833,0.005199332,0.8425882],"study_design_scores_gemma":[0.00870406,0.001388758,0.034204,0.00009488341,0.00005736561,0.00009594359,0.003672059,0.008509517,0.0002345345,0.008008067,0.9346713,0.0003595031],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9154068,0.004522038,0.01707437,0.01368384,0.04248387,0.002374036,0.0001487457,0.0002119689,0.004094365],"genre_scores_gemma":[0.9868823,0.001195295,0.005252576,0.001104128,0.00357528,0.001250397,0.0001667559,0.00004189395,0.0005313654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.929472,"threshold_uncertainty_score":0.9999866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04791045047816387,"score_gpt":0.4140401695518096,"score_spread":0.3661297190736457,"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."}}