{"id":"W4405217545","doi":"10.1002/pbc.31468","title":"Current Surgical Approach to Pulmonary Metastasectomy","year":2024,"lang":"en","type":"review","venue":"Pediatric Blood & Cancer","topic":"Medical Imaging and Pathology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Metastasectomy; Medicine; Lung; Radiology; Surgical resection; Nodule (geology); Intensive care medicine; Metastasis; Internal medicine; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004817603,0.0006827195,0.002792839,0.0005379674,0.00007902212,0.00002686387,0.0002490063,0.0002843001,0.0001554252],"category_scores_gemma":[0.0001180323,0.0004310579,0.0008700297,0.001360721,0.00009939051,0.00002295869,0.0002808667,0.001671891,0.000590387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008087857,"about_ca_system_score_gemma":0.0008594532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003097125,"about_ca_topic_score_gemma":7.860479e-7,"domain_scores_codex":[0.9967578,0.000175344,0.0007585551,0.001074896,0.000592833,0.0006405946],"domain_scores_gemma":[0.9985021,0.0001816775,0.0001532317,0.0004932455,0.0000842007,0.000585533],"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":[0.00001118847,0.0005398121,0.0002684018,0.1005688,0.0008141415,0.001212308,0.00005716899,1.269699e-7,1.108133e-8,0.0000294227,0.08704271,0.8094559],"study_design_scores_gemma":[0.0003008695,0.0000552676,0.00001062855,0.004744572,0.0473025,0.001245713,0.000004814299,0.000002657164,4.757143e-8,0.000006863138,0.9459402,0.0003858586],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001394738,0.9906885,0.00001519571,0.0002488896,0.002210294,0.001124328,0.0003334145,0.0002080474,0.005157403],"genre_scores_gemma":[0.000008058094,0.9862993,0.0003079955,0.0001545087,0.009574282,0.001557633,0.0002423849,0.0001065393,0.00174934],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8588975,"threshold_uncertainty_score":0.9998141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09698466274037437,"score_gpt":0.4181444069768445,"score_spread":0.3211597442364701,"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."}}