{"id":"W4400202092","doi":"10.1136/bmjopen-2023-081157","title":"Helping ourselves, helping others: the Young Women’s Breast Cancer Study (YWS) – a multisite prospective cohort study to advance the understanding of breast cancer diagnosed in women aged 40 years and younger","year":2024,"lang":"en","type":"article","venue":"BMJ Open","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Susan G. Komen; Seagen; Gilead Sciences; Breast Cancer Research Foundation; Pfizer; AstraZeneca; Eli Lilly and Company; Conquer Cancer Foundation","keywords":"Medicine; Breast cancer; Psychosocial; Fertility preservation; Prospective cohort study; Fertility; Cancer; Cohort; Population; Cohort study; Quality of life (healthcare); Young adult; Gerontology; Gynecology; Family medicine; Psychiatry; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001391754,0.000316541,0.0003389395,0.0007015975,0.0009348601,0.0006924628,0.0004207344,0.0005998593,0.001326149],"category_scores_gemma":[0.002075124,0.0003909162,0.0006688231,0.001385171,0.0002509479,0.0006879426,0.001021869,0.0008794923,0.0004306422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003910142,"about_ca_system_score_gemma":0.001047339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02071995,"about_ca_topic_score_gemma":0.04520891,"domain_scores_codex":[0.9994457,0.0001963115,0.00005620755,0.0001290909,0.00007907132,0.00009355332],"domain_scores_gemma":[0.9990718,0.0001069576,0.0003164873,0.0001201805,0.0001725895,0.000211941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000218478,0.00009447419,0.9921171,0.00006712211,0.0001941502,0.0001578757,0.0006206913,0.00002186415,0.0003520014,0.00007925952,0.00257508,0.003501925],"study_design_scores_gemma":[0.00006069768,0.0001601879,0.9954444,0.00008778885,0.0001127885,0.0002899173,0.000895767,0.00006308335,0.00006819875,0.00006489777,0.002742614,0.000009535749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99059,0.001462975,0.000301947,0.00063417,0.00007460945,0.0002304383,0.005830534,0.000008479225,0.000866844],"genre_scores_gemma":[0.9912784,0.001155966,0.000772052,0.0007106845,0.00007786896,0.0005972659,0.004323177,0.00001497231,0.001069636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02071995,"threshold_uncertainty_score":0.04119867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04077302402807128,"score_gpt":0.3816522987825108,"score_spread":0.3408792747544395,"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."}}