{"id":"W2213211432","doi":"10.1016/j.jvir.2015.10.019","title":"Image-Guided Biopsy in the Era of Personalized Cancer Care: Proceedings from the Society of Interventional Radiology Research Consensus Panel","year":2015,"lang":"en","type":"article","venue":"Journal of Vascular and Interventional Radiology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":116,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"National Cancer Institute","keywords":"Medicine; Biopsy; Radiology; Personalized medicine; Percutaneous; Precision medicine; Medical physics; Pathology; Bioinformatics","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":[0.08832069,0.001398159,0.002851558,0.002848223,0.002724617,0.00534265,0.005133556,0.01769459,0.003718697],"category_scores_gemma":[0.0763992,0.001223417,0.002483688,0.002863079,0.002363974,0.004422384,0.005995577,0.01893346,0.00196834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005715199,"about_ca_system_score_gemma":0.032337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009261505,"about_ca_topic_score_gemma":0.01849022,"domain_scores_codex":[0.9787032,0.006421858,0.003774338,0.001929183,0.007500192,0.001671321],"domain_scores_gemma":[0.8671187,0.04443643,0.008729819,0.002743804,0.06097496,0.01599634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004219285,0.0002378395,0.00413878,0.004597577,0.0004038067,0.0004241939,0.0006194978,0.001163285,0.001303913,0.007206536,0.673489,0.3059936],"study_design_scores_gemma":[0.0002752019,0.0001667739,0.01146434,0.01710216,0.000632479,0.0008839175,0.001020045,0.0009565775,0.001128903,0.008445785,0.9577589,0.0001648978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.004011906,0.1301007,0.006176861,0.8104296,0.03339583,0.0005444078,0.0008180927,0.0001554582,0.01436705],"genre_scores_gemma":[0.07631779,0.3187802,0.0578939,0.467236,0.05740374,0.002431903,0.004958021,0.0005287622,0.01444974],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.08832069,"threshold_uncertainty_score":0.46709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07008083333761657,"score_gpt":0.3576727232119944,"score_spread":0.2875918898743778,"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."}}