{"id":"W4205985919","doi":"10.1245/s10434-021-11288-0","title":"ASO Author Reflections: Referring Young Breast Cancer Patients for Fertility Preservation: Significant Progress but Still Room for Improvement","year":2022,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Hospital; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Surgical oncology; Medicine; Fertility preservation; Breast cancer; General surgery; Gynecology; Fertility; Medical physics; Oncology; Obstetrics; Cancer; Internal medicine; Environmental health; Population","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":[0.009178629,0.000784383,0.001474024,0.0009949759,0.007343946,0.008932292,0.002963457,0.0531061,0.01323416],"category_scores_gemma":[0.05634467,0.001060694,0.001793097,0.0009826036,0.005130994,0.006590896,0.004860472,0.06740607,0.008095399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006414252,"about_ca_system_score_gemma":0.0211251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008141881,"about_ca_topic_score_gemma":0.02013209,"domain_scores_codex":[0.9915757,0.00239323,0.001074486,0.0009507824,0.00248426,0.001521594],"domain_scores_gemma":[0.9321592,0.02433583,0.004191333,0.00129404,0.02025621,0.01776343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002533637,0.00003124936,0.0006241166,0.0001051399,0.00001495161,0.0006522488,0.0005034678,0.00004987013,0.0001184911,0.0008665435,0.9906594,0.006349316],"study_design_scores_gemma":[0.00007360274,0.00006850128,0.001089371,0.0009309339,0.00004899017,0.001612856,0.004931138,0.0001925924,0.000205621,0.002885019,0.9878317,0.0001297391],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001874959,0.001073382,0.00006730948,0.939649,0.05823627,0.000005483676,0.00001568165,0.00001303997,0.0007525113],"genre_scores_gemma":[0.002375098,0.002151777,0.0002840562,0.9261045,0.06436697,0.00002356599,0.00001823804,0.00002337897,0.004652426],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0531061,"threshold_uncertainty_score":0.04854178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1492940852919925,"score_gpt":0.4350773353745263,"score_spread":0.2857832500825338,"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."}}