{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006314535,0.0004756552,0.0005174976,0.0008146418,0.0005759013,0.0008996046,0.000450704,0.0005629438,0.001147266],"category_scores_gemma":[0.01118551,0.0004963725,0.0005136516,0.0005286338,0.0003015846,0.0005621816,0.0005611157,0.0005944938,0.0006462449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000261622,"about_ca_system_score_gemma":0.0003311684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001200045,"about_ca_topic_score_gemma":0.001598879,"domain_scores_codex":[0.9970174,0.001525946,0.0002876558,0.0003361639,0.0005622657,0.0002705463],"domain_scores_gemma":[0.9914258,0.002931121,0.002027567,0.0009880979,0.0017957,0.0008316115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009710838,0.00009990979,0.9957783,0.00001278822,0.00003683181,0.0002181084,0.0001039869,0.00002874538,0.0007943023,0.000008570365,0.00004014454,0.001907187],"study_design_scores_gemma":[0.00004956429,0.002975611,0.9923761,0.00001731075,0.0001448437,0.002032627,0.0003670794,0.0003043013,0.00103729,0.00002083753,0.0006607519,0.00001364109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976637,0.0006109958,0.0003538617,0.0000205497,0.0000118782,0.00007330383,0.0002380836,0.000008499547,0.001019118],"genre_scores_gemma":[0.9986405,0.0001324099,0.0003999372,0.00003395869,0.00001362623,0.00003764466,0.000524177,0.000004597211,0.0002132286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006314535,"threshold_uncertainty_score":0.03339481,"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."}}