{"id":"W2751232080","doi":"10.1097/dss.0000000000001297","title":"A Novel Mohs Precision Tool","year":2017,"lang":"en","type":"article","venue":"Dermatologic Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Mohs surgery; Trimming; Surgery; Computer science","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":[0.001314628,0.0004348106,0.0002642194,0.001222312,0.0003136736,0.0007744934,0.0006028787,0.0004377087,0.002513689],"category_scores_gemma":[0.002674863,0.0002149871,0.0004283221,0.0007495225,0.0006520231,0.0006656626,0.0006647307,0.000292557,0.000456456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004200918,"about_ca_system_score_gemma":0.0008693211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007377709,"about_ca_topic_score_gemma":0.001036432,"domain_scores_codex":[0.998515,0.0001880439,0.0001383875,0.0002327145,0.0008523657,0.0000734726],"domain_scores_gemma":[0.9981467,0.0007241566,0.0005507473,0.0002069654,0.0002776858,0.00009366895],"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":[0.0009604409,0.0002596102,0.04514227,0.001924565,0.0001346779,0.00198567,0.0006309981,0.001492434,0.2823249,0.002225689,0.00376176,0.659157],"study_design_scores_gemma":[0.0005678289,0.01994331,0.2974312,0.001126487,0.001114935,0.08384442,0.001544215,0.0161418,0.372569,0.002449169,0.2029123,0.0003555718],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8000948,0.03427638,0.1440309,0.001210056,0.001022998,0.0007517007,0.0006977908,0.001384374,0.01653096],"genre_scores_gemma":[0.8742437,0.004673951,0.1157017,0.0005217781,0.0002677454,0.0002343599,0.0002265382,0.00005314234,0.004077158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002513689,"threshold_uncertainty_score":0.008409083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07361404305233397,"score_gpt":0.3195945889407239,"score_spread":0.2459805458883899,"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."}}