{"id":"W4408806012","doi":"10.14740/wjon1991","title":"Patterns, Predictors, and Prognostic Implication of Treatment-Related Amenorrhea in Patients With Breast Cancer","year":2025,"lang":"en","type":"article","venue":"World Journal of Oncology","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pázmány Péter Katolikus Egyetem; Universitas Gadjah Mada","keywords":"Medicine; Breast cancer; Amenorrhea; Oncology; Internal medicine; Cancer; Gynecology; Pregnancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004107592,0.0001353506,0.0002176334,0.0006452826,0.0002579289,0.0003435419,0.0002057187,0.0002335116,0.001168656],"category_scores_gemma":[0.001998103,0.0001157215,0.0002343998,0.0009572164,0.0001962567,0.0002341166,0.0002615227,0.0003753762,0.000118719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002054533,"about_ca_system_score_gemma":0.0003153362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002360677,"about_ca_topic_score_gemma":0.003647143,"domain_scores_codex":[0.9997068,0.00008705213,0.00003700912,0.00004589636,0.00006422502,0.00005894012],"domain_scores_gemma":[0.9986406,0.0002639053,0.0008209724,0.00004531919,0.00008063416,0.0001486498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004048362,0.000008413778,0.9990873,0.000005039592,0.00000832277,0.00004662272,0.00001280905,0.000009428631,0.00004732744,0.000003490753,0.00002360067,0.0007070781],"study_design_scores_gemma":[0.000002916852,0.00004570708,0.9990289,0.000005600883,0.00001156196,0.0006102938,0.0001017004,0.000055933,0.00002136407,0.0000136127,0.0001008513,0.000001549974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979772,0.001263636,0.00006347643,0.00005921904,0.000005923008,0.000008565151,0.0002380263,0.000003024501,0.0003809338],"genre_scores_gemma":[0.999499,0.000242889,0.00004920571,0.00001020161,0.000007625495,0.000003938201,0.0001459627,8.537082e-7,0.00004040285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002360677,"threshold_uncertainty_score":0.004693925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008152825431512883,"score_gpt":0.291111022155132,"score_spread":0.2829581967236191,"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."}}