{"id":"W4385264134","doi":"10.1002/ctm2.1340","title":"Cellular dynamics in tumour microenvironment along with lung cancer progression underscore spatial and evolutionary heterogeneity of neutrophil","year":2023,"lang":"en","type":"article","venue":"Clinical and Translational Medicine","topic":"Immune cells in cancer","field":"Immunology and Microbiology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"National Natural Science Foundation of China","keywords":"Tumor microenvironment; Stromal cell; Cancer research; Biology; Transcriptome; CD163; Gene signature; Immune system; Immunology; Medicine; Phenotype; Gene expression; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001728474,0.0001176611,0.0001817665,0.0003687584,0.0001491279,0.0003460294,0.0001037769,0.0001484078,0.000867652],"category_scores_gemma":[0.0002287331,0.00009911256,0.0001446122,0.0004014847,0.0001460918,0.0002422257,0.0002414116,0.000184619,0.0001716841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002339778,"about_ca_system_score_gemma":0.0001664417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001134677,"about_ca_topic_score_gemma":0.001967523,"domain_scores_codex":[0.9998769,0.00001695873,0.000008179263,0.00004526029,0.00002725634,0.00002537064],"domain_scores_gemma":[0.9999024,0.00001967426,0.00003404086,0.000008774942,0.00002104726,0.00001394638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008071045,0.00004366233,0.3329952,0.0003096697,0.00009047208,0.0003759894,0.0004682893,0.001879139,0.6208049,0.000738605,0.0004924959,0.04099443],"study_design_scores_gemma":[0.00001291528,0.000263802,0.9254735,0.00002123941,0.00008727361,0.00114788,0.0004473671,0.009069816,0.05794663,0.0007387744,0.004774007,0.00001682229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993908,0.001660436,0.002973089,0.00003869209,0.000004081221,0.00001448125,0.0006207447,0.00003572885,0.0007447601],"genre_scores_gemma":[0.9976024,0.0003580174,0.001202377,0.00001421897,0.000003414033,0.00002328527,0.0004319764,0.00000534452,0.0003589456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001134677,"threshold_uncertainty_score":0.002902627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02382050627847456,"score_gpt":0.3159438169901303,"score_spread":0.2921233107116558,"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."}}