{"id":"W4416406822","doi":"10.12968/indn.2025.10.8a","title":"How to support younger women with breast cancer","year":2025,"lang":"en","type":"article","venue":"Independent Nurse","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Future Earth","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009970398,0.0001672342,0.000256138,0.0001619604,0.00004790522,0.00006382206,0.0001243201,0.00008637033,0.001082667],"category_scores_gemma":[0.000006916974,0.0001287411,0.00004395511,0.0003688785,0.00003845525,0.0001198921,0.00002967861,0.0001975597,0.00004846479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004725548,"about_ca_system_score_gemma":0.0004111303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008368283,"about_ca_topic_score_gemma":0.002957479,"domain_scores_codex":[0.9987389,0.00001574406,0.000116348,0.000334184,0.0004139096,0.0003808446],"domain_scores_gemma":[0.9991444,0.00001031998,0.00003241935,0.0003785581,0.0001746513,0.0002596006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008721411,0.0006784622,0.5972382,0.0004402386,0.0009310397,0.0008758017,0.01400024,0.00002033821,0.00458438,0.001274221,0.09531295,0.2759227],"study_design_scores_gemma":[0.003941861,0.0008309274,0.6515732,0.0004902616,0.0002798141,0.0002819378,0.01449734,0.000005079569,0.002425407,0.00008341632,0.3251079,0.0004827909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9516683,0.0001314424,0.000182859,0.02608004,0.001347407,0.0005310334,0.0001049025,0.0001112116,0.01984281],"genre_scores_gemma":[0.9177957,0.00001102429,0.00001611381,0.004533263,0.0002135902,0.0002632357,0.000009204432,0.0000218328,0.07713602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2754399,"threshold_uncertainty_score":0.9998305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008088660125421388,"score_gpt":0.2722868656789721,"score_spread":0.2641982055535507,"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."}}