{"id":"W4296774166","doi":"10.1063/5.0098578","title":"Engineering physical microenvironments to study innate immune cell biophysics","year":2022,"lang":"en","type":"review","venue":"APL Bioengineering","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; McGill University","keywords":"Innate immune system; Immune system; Biology; Innate lymphoid cell; Immunity; Neuroscience; Context (archaeology); Inflammation; Immunology","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002859276,0.0009671927,0.001978722,0.0005304411,0.0002641829,0.00004598125,0.001005206,0.0002646322,0.0005435655],"category_scores_gemma":[0.00003885436,0.0009367497,0.0007037884,0.0007132498,0.00004073574,0.00009357417,0.0007323127,0.001257533,0.00175985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003610666,"about_ca_system_score_gemma":0.0000907444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002709857,"about_ca_topic_score_gemma":7.877619e-8,"domain_scores_codex":[0.997246,0.0002610214,0.0007727693,0.0007643116,0.0001057023,0.0008501685],"domain_scores_gemma":[0.9983917,0.0003070857,0.0002216748,0.001020574,0.00001113397,0.00004785774],"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":[0.00009139818,0.001836582,0.000002269611,0.00273327,0.002616193,0.00008377284,0.002315818,0.0002781785,0.0901029,0.00002403719,0.0001057337,0.8998098],"study_design_scores_gemma":[0.0006479113,0.0004937116,0.00001863304,0.0005473305,0.0005025988,0.00005497973,0.0001053389,0.000004864875,0.005497321,6.272284e-7,0.9912064,0.0009202937],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01252715,0.9838111,0.000124524,0.000004873643,0.001592664,0.001546939,0.00009532366,0.0002555016,0.00004186005],"genre_scores_gemma":[0.005851508,0.9908192,0.00009573289,0.00002072102,0.00009755039,0.0007178626,0.0003006367,0.0002949466,0.001801866],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9911007,"threshold_uncertainty_score":0.9993083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.017558352180808,"score_gpt":0.2537746921954985,"score_spread":0.2362163400146905,"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."}}