{"id":"W4396590792","doi":"10.1158/1538-7445.sabcs23-po3-02-02","title":"Abstract PO3-02-02: A prospective, international, observational, real-world evidence database, and collaborative platform for Investigator-Initiated Studies in Early-Stage Breast Cancer tested with MammaPrint and BluePrint– the FLEX Study","year":2024,"lang":"en","type":"article","venue":"Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blueprint; FLEX; Observational study; Stage (stratigraphy); Medicine; Breast cancer; Cancer; Medical physics; Internal medicine; Computer science; Engineering; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.04526999,0.0009318556,0.003252834,0.005387178,0.001058969,0.007176698,0.003582321,0.002215302,0.05108738],"category_scores_gemma":[0.1399938,0.001146056,0.003067983,0.01030374,0.0007877965,0.003722589,0.006019067,0.002165409,0.01008412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001458608,"about_ca_system_score_gemma":0.01052253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001960278,"about_ca_topic_score_gemma":0.004460631,"domain_scores_codex":[0.9532966,0.02574778,0.0113829,0.002802283,0.006107186,0.0006632111],"domain_scores_gemma":[0.8170105,0.0763595,0.04002247,0.03256452,0.02377859,0.01026442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.03668318,0.000916747,0.05763274,0.03488512,0.01688299,0.0003144144,0.0006753776,0.001279738,0.001490527,0.01036764,0.681333,0.1575386],"study_design_scores_gemma":[0.07121855,0.003367662,0.1606004,0.02792348,0.01741006,0.000873795,0.0008477511,0.002711727,0.001859655,0.01601458,0.6965964,0.0005759349],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.02098136,0.008539271,0.01643244,0.01095483,0.000761988,0.02780515,0.8884029,0.001929473,0.02419261],"genre_scores_gemma":[0.0999345,0.006100173,0.07703972,0.009219574,0.001277495,0.07239253,0.7253739,0.001249315,0.007412772],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05108738,"threshold_uncertainty_score":0.2394134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3075331747702353,"score_gpt":0.4886120290847885,"score_spread":0.1810788543145532,"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."}}