{"id":"W3176573047","doi":"10.1177/2513826x211022209","title":"Failure of Radiotracer Migration: Salvaging Sentinel Lymph Node Biopsy in Melanoma Care With Indocyanine Green","year":2021,"lang":"en","type":"article","venue":"Plastic Surgery Case Studies","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Indocyanine green; Medicine; Sentinel lymph node; Sentinel node; Biopsy; Melanoma; Radiology; Surgery; Internal medicine; Cancer; Breast cancer; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001085291,0.0001980551,0.0005851652,0.0002913591,0.00007867815,0.00001221855,0.00002092611,0.00004390434,0.00006936559],"category_scores_gemma":[0.0003934625,0.000161877,0.0000946199,0.0005390643,0.00008336469,0.00004489421,0.00005862788,0.0001018959,0.000006755743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001213114,"about_ca_system_score_gemma":0.0001168111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001933015,"about_ca_topic_score_gemma":0.0008763228,"domain_scores_codex":[0.9987665,0.00005511068,0.0003902676,0.0003073427,0.0002513246,0.0002294467],"domain_scores_gemma":[0.9983591,0.0009500108,0.0001173917,0.0002148907,0.0002912442,0.00006734207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003782352,0.0001622904,0.8505317,0.001623451,0.0009290767,0.1381845,0.00322471,0.000167746,0.002107856,0.00002305696,0.0007554293,0.001911966],"study_design_scores_gemma":[0.008382332,0.0002000791,0.5077317,0.004416469,0.002333635,0.2720481,0.1805695,0.001469837,0.01504279,0.00001396761,0.006341541,0.001450031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960312,0.002319267,0.00009895956,0.0006864651,0.0004022329,0.0001196689,0.00001314886,0.00005106488,0.0002779665],"genre_scores_gemma":[0.9988616,0.0001277004,0.0003664194,0.00008887983,0.0001319459,0.00002819262,0.00003355152,0.00002232997,0.0003393754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3428,"threshold_uncertainty_score":0.6601151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01876542767199369,"score_gpt":0.2519252775283961,"score_spread":0.2331598498564024,"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."}}