{"id":"W1997965647","doi":"10.1186/bcr2314","title":"Biopsy confirmation of metastatic breast cancer: interim results of a prospective biopsy study","year":2009,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Princess Margaret Cancer Centre","funders":"AstraZeneca","keywords":"Medicine; Surgical oncology; Biopsy; Interim; Breast cancer; Metastatic breast cancer; Prospective cohort study; Oncology; Cancer; Internal medicine; Radiology; General surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0006803392,0.0001765729,0.0003195453,0.000189099,0.00007506258,0.00003035455,0.0003407361,0.00007317436,0.00007770926],"category_scores_gemma":[0.0000879595,0.0001628697,0.0000902455,0.0004805792,0.0002253621,0.000009401021,0.0001477184,0.0001711316,0.000003170811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001299331,"about_ca_system_score_gemma":0.0006022848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006087766,"about_ca_topic_score_gemma":0.0005311907,"domain_scores_codex":[0.9980397,0.0001590636,0.0004970041,0.0004632782,0.0004696207,0.0003713929],"domain_scores_gemma":[0.9980101,0.00004479052,0.0002236604,0.000499455,0.001104878,0.0001171427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.008338689,0.002113915,0.03001444,0.000158987,0.0004654614,0.00001944149,0.001392548,0.000297172,0.9158326,0.0003228741,0.002655399,0.03838843],"study_design_scores_gemma":[0.006651933,0.002293113,0.7900215,0.0002780251,0.0001094517,0.0002120742,0.002194,0.0001320395,0.1966359,0.0003235153,0.0007219689,0.0004265131],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928845,0.000825302,0.00006837508,0.001012544,0.0001180741,0.0009015698,0.00357816,0.000007457086,0.0006040816],"genre_scores_gemma":[0.9987601,0.0005494592,0.0001047698,0.00003148796,0.000201254,0.0001454046,0.00006004247,0.00002063077,0.000126835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7600071,"threshold_uncertainty_score":0.9202923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03810292617777024,"score_gpt":0.385002117151493,"score_spread":0.3468991909737227,"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."}}