{"id":"W4400112296","doi":"10.1016/j.lungcan.2024.107863","title":"Clinical and pathological predictors of engraftment for patient-derived xenografts in lung adenocarcinoma","year":2024,"lang":"en","type":"article","venue":"Lung Cancer","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Pathological; Adenocarcinoma; Lung; Oncology; Internal medicine; Adenocarcinoma of the lung; Pathology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002161465,0.0001244298,0.0003752252,0.00008820667,0.00001809709,0.00001103929,0.00003706322,0.0001014862,0.0001010995],"category_scores_gemma":[0.00004118948,0.00009332303,0.0001448619,0.0001428231,0.0001103283,0.00003616244,0.00004315615,0.0001622056,4.923589e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009089588,"about_ca_system_score_gemma":0.0001382627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008674348,"about_ca_topic_score_gemma":0.00005718964,"domain_scores_codex":[0.9988434,0.00003855848,0.0004128776,0.0003410354,0.0001494859,0.0002146877],"domain_scores_gemma":[0.9995335,0.0001145929,0.00004855723,0.0001423236,0.00004206062,0.0001189945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006899664,0.0002012848,0.900544,0.001831339,0.0002958344,0.0001168923,0.001556955,0.000008986092,0.004982657,0.0001422373,0.008432228,0.08119766],"study_design_scores_gemma":[0.006225929,0.002115448,0.9057171,0.00194763,0.001442688,0.00003876147,0.0004354118,0.003552082,0.01197444,0.00009216723,0.06606697,0.0003913442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9426928,0.05443987,0.0001634735,0.0004901739,0.001088139,0.0008388439,0.0001155967,0.00003439493,0.0001367055],"genre_scores_gemma":[0.9949946,0.003289371,0.0007183173,0.0002455463,0.0003448151,0.0002644156,0.00001665328,0.00002036834,0.0001058792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08080631,"threshold_uncertainty_score":0.3805602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02446286563237558,"score_gpt":0.3546446816608672,"score_spread":0.3301818160284916,"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."}}