{"id":"W4254834248","doi":"10.1016/j.jtcvs.2011.08.040","title":"Discussion","year":2011,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Toronto General Hospital","funders":"","keywords":"Mediastinoscopy; SAFER; Sampling (signal processing); Medicine; Medical physics; Mediastinum; Radiology; Computer science; Computer vision","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001103955,0.0002546172,0.000224057,0.0007394148,0.001131758,0.001936384,0.0008425644,0.002038986,0.083069],"category_scores_gemma":[0.006388184,0.00009552097,0.0003910618,0.000516853,0.0009037115,0.001315539,0.001202617,0.001315028,0.01136746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091892,"about_ca_system_score_gemma":0.0009710463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001272274,"about_ca_topic_score_gemma":0.001540618,"domain_scores_codex":[0.9989352,0.0002488839,0.00006000905,0.0002146033,0.000305828,0.0002355264],"domain_scores_gemma":[0.9983426,0.0006466262,0.000157699,0.0001584125,0.0004240574,0.0002705501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008791585,0.0004668875,0.09300799,0.001349304,0.00008146293,0.06200279,0.005311035,0.0005249913,0.006408681,0.09444675,0.2412893,0.4942316],"study_design_scores_gemma":[0.00005618815,0.0001330327,0.01337421,0.00064582,0.00002939866,0.05786162,0.003554238,0.0002572053,0.002258322,0.0145767,0.9072301,0.00002317039],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1142318,0.01502351,0.01361343,0.1002275,0.01325788,0.0003258089,0.00192747,0.00066762,0.7407249],"genre_scores_gemma":[0.6770329,0.007117984,0.007588253,0.06366778,0.00722845,0.0002970043,0.001840125,0.0002088941,0.2350186],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.916931,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04775578170391337,"score_gpt":0.2793592919013702,"score_spread":0.2316035101974568,"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."}}