{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002560837,0.0001132122,0.0002809917,0.00006760671,0.00006136444,0.000001100551,0.00005416828,0.0001346818,0.00007155953],"category_scores_gemma":[0.00001344705,0.00008098004,0.00002781793,0.00009969452,0.00107101,0.00003084658,0.00002905144,0.00023735,0.000002075503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001939543,"about_ca_system_score_gemma":0.00004676328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001841611,"about_ca_topic_score_gemma":0.0003524305,"domain_scores_codex":[0.9989998,0.000103606,0.0004225168,0.0002556902,0.00006412846,0.0001542055],"domain_scores_gemma":[0.9995383,0.0002460713,0.00009122962,0.00007818629,0.00002106843,0.00002513593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005722468,0.00009119642,0.9786974,0.0001100049,0.00009518624,0.00001456203,0.000125263,0.000111219,0.01195534,0.000249433,0.00007691262,0.007901277],"study_design_scores_gemma":[0.003858043,0.0003101732,0.9918351,0.0003784968,0.00007905061,0.00001434226,0.00007582544,0.00145124,0.001309493,0.0003863085,0.0002009111,0.0001010021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795321,0.01583126,0.0002302275,0.003804178,0.0003006896,0.0002319712,0.00003008824,0.00001312494,0.00002637666],"genre_scores_gemma":[0.9975257,0.001996981,0.00006811665,0.0000652531,0.00005616286,0.00001860761,0.0002130606,0.000009773382,0.00004633285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01799363,"threshold_uncertainty_score":0.3946182,"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."}}