{"id":"W3154279472","doi":"10.24908/iqurcp.11732","title":"13. A Navigated Intelligent Knife for Breast Cancer Surgery","year":2018,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Malignancy; Breast tissue; Surgery; Cancer; Medical physics; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002661024,0.0003903425,0.0002707544,0.0003024545,0.0003167466,0.0006085467,0.0006195906,0.00101732,0.01514988],"category_scores_gemma":[0.0003416453,0.0002795865,0.0003906997,0.0001955656,0.0002257422,0.0004130144,0.0004895803,0.0004831149,0.005615032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004387989,"about_ca_system_score_gemma":0.0005466366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254617,"about_ca_topic_score_gemma":0.002935132,"domain_scores_codex":[0.9997906,0.00001888711,0.000008173787,0.00003839926,0.0001257177,0.00001818508],"domain_scores_gemma":[0.9998984,0.00001800329,0.000009165318,0.00001245537,0.00003528122,0.00002665875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006983707,0.0002744585,0.002639232,0.0006489117,0.00005369259,0.001411463,0.0003836463,0.003909674,0.3874268,0.007707009,0.04852153,0.5463252],"study_design_scores_gemma":[0.0002290993,0.001607861,0.01263757,0.0002532332,0.0001451599,0.01051726,0.0001895712,0.02071884,0.2059249,0.003284257,0.7442927,0.0001995604],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.108562,0.01422892,0.6490099,0.00433641,0.002283277,0.001012274,0.001736581,0.02473868,0.1940919],"genre_scores_gemma":[0.3029617,0.006241787,0.4645989,0.002318219,0.0002200025,0.0006676914,0.00143593,0.0009365577,0.2206192],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01514988,"threshold_uncertainty_score":0.05068141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1055801533901171,"score_gpt":0.39835351335136,"score_spread":0.2927733599612429,"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."}}