{"id":"W4284964011","doi":"10.1002/cam4.4796","title":"Tertiary lymphoid structures in lung adenocarcinoma: characteristics and related factors","year":2022,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Education; National Natural Science Foundation of China; Natural Science Foundation of Beijing Municipality; Innovationsfonden; Capital Health","keywords":"Adenocarcinoma; Lung; Internal medicine; Oncology; Medicine; Cancer","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001950702,0.0001785222,0.0003869527,0.0002146463,0.0001176188,0.000004676787,0.00008833664,0.00006023933,0.003530972],"category_scores_gemma":[0.00003724677,0.00013773,0.00004229939,0.0003466046,0.0001924689,0.00004074602,0.00006225344,0.0003128588,4.025755e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004833956,"about_ca_system_score_gemma":0.0001624261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009092585,"about_ca_topic_score_gemma":0.00001930169,"domain_scores_codex":[0.9987407,0.00005573019,0.0003736251,0.0002939005,0.0002905187,0.0002455498],"domain_scores_gemma":[0.9994881,0.00005240586,0.0001130753,0.0002103514,0.00002499345,0.0001110766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000893596,0.00003270761,0.9681057,0.000135298,0.0001238991,0.0001730167,0.003213838,0.000001816575,0.01455022,0.00003638995,0.003360161,0.009373381],"study_design_scores_gemma":[0.005017557,0.0002643068,0.9853944,0.0001431749,0.0001157569,0.0002752488,0.001186565,0.0001480713,0.0003751848,0.00006023474,0.006870232,0.0001492686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615936,0.03286727,0.000002230079,0.00373719,0.001006339,0.0003345398,0.00003904613,0.00004110778,0.0003786877],"genre_scores_gemma":[0.9956871,0.001335051,0.000007228455,0.001910904,0.000182492,0.00006291759,0.0001047028,0.00002790276,0.0006817229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03409349,"threshold_uncertainty_score":0.99738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263162166054197,"score_gpt":0.2716730135195787,"score_spread":0.2590413918590367,"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."}}