{"id":"W2783666664","doi":"10.1097/sap.0000000000001282","title":"Optimizing Radiotherapy for Keloids","year":2018,"lang":"en","type":"letter","venue":"Annals of Plastic Surgery","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Radiation therapy; Medical physics; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003368726,0.0002717156,0.001040993,0.0004171203,0.0000604772,0.00001958887,0.0001081263,0.0005834281,0.0004495461],"category_scores_gemma":[0.000992822,0.0001883217,0.0007022882,0.0001284815,0.0002192783,0.00003453613,0.00002268006,0.000391132,0.00002756362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002101271,"about_ca_system_score_gemma":0.0003000927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001216898,"about_ca_topic_score_gemma":1.655796e-7,"domain_scores_codex":[0.9981492,0.00005814367,0.0004628506,0.0003415981,0.0004227478,0.0005655056],"domain_scores_gemma":[0.9922964,0.006674201,0.0002215544,0.0003516031,0.0003629176,0.00009330412],"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":[0.0002504754,0.00008967856,0.00213091,0.0007248688,0.0009927339,0.0004337363,0.00002345261,9.383053e-7,0.00003748319,0.000002191352,0.9937734,0.001540141],"study_design_scores_gemma":[0.0004799342,0.000325865,0.002185116,0.0006782615,0.000122173,0.00006566513,0.000008591673,0.00007597177,0.0005477825,0.00003771631,0.9952784,0.0001945797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05462345,0.01259008,0.003108083,0.9155489,0.007961667,0.002129334,0.0006964356,0.0002360696,0.00310603],"genre_scores_gemma":[0.01267208,0.007237805,0.003705618,0.9338036,0.01865059,0.0003983312,0.002373117,0.000360659,0.02079821],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04195138,"threshold_uncertainty_score":0.7679535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1559998328153647,"score_gpt":0.3836317524135313,"score_spread":0.2276319195981666,"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."}}