{"id":"W2002567292","doi":"10.1053/j.optechstcvs.2011.04.005","title":"Resection of Superior Sulcus Tumors: Anterior Approach","year":2011,"lang":"en","type":"article","venue":"Operative Techniques in Thoracic and Cardiovascular Surgery","topic":"Ear and Head Tumors","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Sulcus; Resection; Surgery; Radiology","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":[0.001739251,0.0001857927,0.0009336409,0.0003362859,0.00005304204,0.00001132681,0.00005539612,0.0001332257,0.00005274509],"category_scores_gemma":[0.0001186331,0.0001527365,0.0004711238,0.0003439054,0.0002298927,0.0001589052,0.00005510744,0.0002502323,0.000001901029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003729195,"about_ca_system_score_gemma":0.0000971619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002750161,"about_ca_topic_score_gemma":0.00000612289,"domain_scores_codex":[0.9984869,0.0002575378,0.0004096479,0.0003605218,0.0002618283,0.000223555],"domain_scores_gemma":[0.9992629,0.00004245725,0.00004563681,0.0004259736,0.0001406077,0.0000823899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002652999,0.00105095,0.5764431,0.002393991,0.001574159,0.001390692,0.009875778,0.000001628767,0.02401839,0.0006445853,0.0003110437,0.3796427],"study_design_scores_gemma":[0.0006125733,0.0008901321,0.1955787,0.002654424,0.0004126077,0.001811997,0.004762291,0.00007486522,0.7913619,0.0001859725,0.0009556041,0.0006988667],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556996,0.00951879,0.005614244,0.00001114193,0.00005364322,0.0007260051,0.000006724528,0.0001201182,0.02824978],"genre_scores_gemma":[0.9894324,0.001731645,0.008464621,0.00003265576,0.00006203107,0.0001247982,0.00001008864,0.00002920387,0.0001125355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7673435,"threshold_uncertainty_score":0.6228413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04433763295760345,"score_gpt":0.3057310748338647,"score_spread":0.2613934418762612,"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."}}