{"id":"W3029889188","doi":"10.1007/s11548-020-02200-4","title":"Navigated tissue characterization during skin cancer surgery","year":2020,"lang":"en","type":"article","venue":"International Journal of Computer Assisted Radiology and Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"National Institute of Biomedical Imaging and Bioengineering; Canada Excellence Research Chairs, Government of Canada; Canarie","keywords":"Ex vivo; Medicine; Skin cancer; Basal cell carcinoma; In vivo; Cancer; Surgery; Biomedical engineering; Pathology; Basal cell; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002107976,0.0001348107,0.0005955283,0.0002193624,0.00004870988,0.00002383026,0.00008943932,0.00009074216,0.0000788262],"category_scores_gemma":[0.00008655272,0.000114888,0.0001580292,0.0001239655,0.00009085983,0.0001466449,0.00004875122,0.0002345555,0.000003131101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007524929,"about_ca_system_score_gemma":0.0001551692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005546248,"about_ca_topic_score_gemma":7.359516e-7,"domain_scores_codex":[0.9987444,0.000101978,0.0006024798,0.0001649639,0.0002399626,0.0001462722],"domain_scores_gemma":[0.9985803,0.0004269489,0.000428552,0.00005584922,0.0003679826,0.0001403628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001327723,0.0000777962,0.8870869,0.00008861533,0.001576644,0.002288267,0.0005086888,0.00002244022,0.01635413,0.000009392197,0.005578267,0.08508114],"study_design_scores_gemma":[0.0005579394,0.00004881282,0.9835119,0.0002798251,0.00005857748,0.004656691,0.00001062978,0.0001979242,0.003253492,0.000005213174,0.00730927,0.0001096871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778557,0.00111438,0.00332787,0.01522204,0.002377641,0.00005425161,0.00001223745,0.00001790271,0.00001799356],"genre_scores_gemma":[0.9926828,0.001695229,0.0003604466,0.002279523,0.002902871,0.000003687817,0.00003825271,0.00001454987,0.00002270965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09642503,"threshold_uncertainty_score":0.4684996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02538677672265035,"score_gpt":0.2856253721799789,"score_spread":0.2602385954573286,"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."}}