{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000490994,0.0004812434,0.003658822,0.0003045162,0.00008346824,0.00001569044,0.0001317479,0.000321574,0.0002169472],"category_scores_gemma":[0.00004637277,0.0003707955,0.0004832314,0.0000828648,0.0002483334,0.00002743755,0.00009628444,0.0002900995,0.00001372832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009815408,"about_ca_system_score_gemma":0.0005827345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000210964,"about_ca_topic_score_gemma":0.00002193395,"domain_scores_codex":[0.9979528,0.0002240108,0.0006224159,0.0006184022,0.0001054003,0.0004769636],"domain_scores_gemma":[0.9986533,0.0002562003,0.0003843835,0.0003565918,0.0001150606,0.0002344464],"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":[0.00004143444,0.0000362914,8.527481e-7,0.02678722,0.0002004166,0.0002594109,0.00002108209,3.870117e-8,0.00001142768,0.006433948,0.001267427,0.9649404],"study_design_scores_gemma":[0.000772503,0.0003442564,0.000004248929,0.002391428,0.006744205,0.01344567,0.00003952733,0.000002919073,0.00000377647,0.0005753737,0.9753749,0.0003011682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006911356,0.9905087,0.005163281,0.0008270436,0.0006284218,0.001288781,0.001153346,0.0000569644,0.0003665457],"genre_scores_gemma":[0.00001261318,0.9916124,0.003516589,0.001081588,0.0003612403,0.001168541,0.0002325121,0.0001027748,0.00191171],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9741075,"threshold_uncertainty_score":0.9998744,"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."}}