{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008580718,0.003236574,0.002516054,0.002333566,0.00180619,0.004285894,0.002665623,0.01359115,0.002945761],"category_scores_gemma":[0.02901012,0.001087534,0.002141042,0.001249836,0.003738665,0.005812779,0.00158013,0.02999335,0.003964587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001755016,"about_ca_system_score_gemma":0.001593187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001142523,"about_ca_topic_score_gemma":0.00233835,"domain_scores_codex":[0.9948436,0.001263412,0.0008850916,0.0006702548,0.002050733,0.0002868513],"domain_scores_gemma":[0.9780612,0.01238213,0.001158817,0.0005844,0.005700167,0.002113217],"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":[0.00007574874,0.00001907016,0.00006012271,0.0004402994,0.00002960011,0.0002643318,0.00003362289,0.00004024762,0.0001417464,0.0008761908,0.978741,0.01927811],"study_design_scores_gemma":[0.00008450555,0.00007083594,0.0003345426,0.0006582212,0.0000564321,0.001267727,0.00005678007,0.0001471154,0.0002075044,0.0008366891,0.996246,0.00003353666],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007405084,0.01877518,0.0003654677,0.04374449,0.93573,0.00001938408,0.00002019216,0.00005931993,0.001211943],"genre_scores_gemma":[0.0005375135,0.01018952,0.0002901242,0.07024062,0.9148321,0.00002428441,0.00001391303,0.0000323926,0.00383951],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01359115,"threshold_uncertainty_score":0.0453797,"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."}}