{"id":"W2098043040","doi":"10.1111/cyt.12158","title":"Metastatic breast cancer: mechanisms and opportunities for cytology","year":2014,"lang":"en","type":"review","venue":"Cytopathology","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Cytology; Breast cancer; Metastatic breast cancer; Oncology; Cancer; Gynecology; Pathology; Internal medicine","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":[0.0007450269,0.000793675,0.001475624,0.003160399,0.0003931275,0.001529595,0.0009721632,0.001463666,0.002555985],"category_scores_gemma":[0.001019347,0.0003879034,0.0005891594,0.002512951,0.001277857,0.002270716,0.0009718603,0.002199007,0.001569071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090953,"about_ca_system_score_gemma":0.001242517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001441579,"about_ca_topic_score_gemma":0.002104119,"domain_scores_codex":[0.999713,0.00006047429,0.00003837336,0.00004516858,0.0001170495,0.00002590948],"domain_scores_gemma":[0.999492,0.0002669252,0.00004839181,0.00001986172,0.0001383455,0.00003438323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006510971,0.00006078907,0.0004042019,0.02031412,0.00008061712,0.0005178933,0.0001492033,0.0005151592,0.002331681,0.01210233,0.036009,0.9274499],"study_design_scores_gemma":[0.0000072478,0.00004301317,0.000679089,0.003036643,0.00004590034,0.002371825,0.00009920356,0.00009339536,0.0004932503,0.003824753,0.9892866,0.00001922019],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004245977,0.9991853,0.00006995421,0.0002225249,0.000112421,0.000001440594,0.000004393279,0.000002704773,0.0003588062],"genre_scores_gemma":[0.0004130033,0.9989914,0.00008521818,0.0001225,0.0001305599,0.000002220533,0.000008313149,7.690206e-7,0.0002459053],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003160399,"threshold_uncertainty_score":0.008550644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1354268058658972,"score_gpt":0.3794049183682838,"score_spread":0.2439781125023865,"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."}}