{"id":"W2900398872","doi":"10.1097/01823246-200314010-00018","title":"PRE-OPERATIVE IDENTIFICATION AND POST-OPERATIVE MANAGEMENT OF PATIENTS WITH PANCOAST LUNG TUMORS.","year":2003,"lang":"en","type":"article","venue":"Cardiopulmonary Physical Therapy Journal","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Identification (biology); General surgery; Lung; Surgery; Internal medicine; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001081454,0.0001979009,0.0004331213,0.0000558397,0.0001411702,0.00003803122,0.00004611396,0.00002507937,0.00003954512],"category_scores_gemma":[0.000003431626,0.0001257209,0.000151968,0.0001380363,0.000100837,0.0001765353,0.00001392292,0.0001689347,0.000001949786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001114145,"about_ca_system_score_gemma":0.0000433421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004203318,"about_ca_topic_score_gemma":1.895208e-7,"domain_scores_codex":[0.9988315,0.0001107225,0.0002545011,0.0002475968,0.0003821305,0.0001735092],"domain_scores_gemma":[0.9992162,0.00002534289,0.0001447131,0.0001675469,0.0003011703,0.0001450133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006282653,0.007505597,0.7535719,0.000247622,0.007435021,0.0004376112,0.005829349,0.0003621889,0.007948332,0.003188761,0.0004269288,0.2067641],"study_design_scores_gemma":[0.004098162,0.001514366,0.9873125,0.0002625429,0.0002614189,0.00008926101,0.0004669342,0.00003735878,0.005231143,0.0001353944,0.0004392067,0.0001516991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960706,0.001750688,0.0001579721,0.0001123408,0.0000633362,0.000700775,0.00002939046,0.000009316816,0.00110558],"genre_scores_gemma":[0.9980567,0.001232955,0.0002193646,0.00007668423,0.0001067254,0.00006613097,0.00002165455,0.00002402729,0.0001957488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2337407,"threshold_uncertainty_score":0.5126748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008845555277864058,"score_gpt":0.2744367733046437,"score_spread":0.2655912180267797,"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."}}