{"id":"W1514990243","doi":"10.1002/cncy.21215","title":"“The petals and thorns” of ROSE (rapid on‐site evaluation)","year":2012,"lang":"en","type":"editorial","venue":"Cancer Cytopathology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Petal; Rose (mathematics); Medical physics; Computed tomography; Reimbursement; Radiology; General surgery; 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":[0.0008849386,0.0003039075,0.0007360927,0.00008997737,0.0001172188,0.00001545241,0.0001118345,0.0004904601,0.0002794497],"category_scores_gemma":[0.0004752836,0.0001959598,0.0001451513,0.00009184267,0.0002983851,0.00003442378,0.00007074683,0.0004438923,0.0000394039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005406981,"about_ca_system_score_gemma":0.0007873219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007301049,"about_ca_topic_score_gemma":0.0001064869,"domain_scores_codex":[0.9979274,0.0002040373,0.0003932304,0.0004592809,0.0006557971,0.0003602251],"domain_scores_gemma":[0.9976228,0.0007924602,0.0003468852,0.0006191168,0.0004783251,0.0001403546],"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":[0.0003923365,0.0001618037,0.008570977,0.0002528929,0.0002329418,0.00003621673,0.000267083,0.000001445701,0.00007371416,0.000118556,0.9387568,0.05113519],"study_design_scores_gemma":[0.002412632,0.0008022172,0.01982908,0.0004008894,0.001783978,0.00002402569,0.00001557566,0.000004519496,0.0004543278,0.00008359784,0.9740109,0.0001782227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.02706327,0.1137479,0.000002022402,0.001746834,0.8524848,0.001350666,0.0006194675,0.00003425035,0.002950803],"genre_scores_gemma":[0.08016958,0.05665394,0.00006892372,0.0003624627,0.8573558,0.002083043,0.0005396176,0.0001076819,0.00265901],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.057094,"threshold_uncertainty_score":0.7991007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02198684780549039,"score_gpt":0.3577725989319127,"score_spread":0.3357857511264223,"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."}}