{"id":"W3036661363","doi":"10.1016/j.isci.2020.101296","title":"Immune Cell Associations with Cancer Risk","year":2020,"lang":"en","type":"article","venue":"iScience","topic":"Immune Cell Function and Interaction","field":"Immunology and Microbiology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; University Health Network","funders":"Instituto de Salud Carlos III; Centro de Investigación Biomédica en Red de Cáncer; Generalitat de Catalunya; Cancer Research UK; Centres de Recerca de Catalunya; Ministerio de Ciencia, Innovación y Universidades","keywords":"Immune system; Breast cancer; Cancer; Malignancy; Stromal cell; Immunology; Biology; Oncology; Medicine; Internal medicine; Cancer research","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":[0.000385618,0.0001886123,0.0002491959,0.0006090747,0.0002847817,0.0004768287,0.0001947049,0.0003995354,0.004252234],"category_scores_gemma":[0.001695334,0.0001075795,0.0003796856,0.0007765923,0.000250514,0.0001137056,0.0003630115,0.0005539971,0.0002641683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001544301,"about_ca_system_score_gemma":0.0001771062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001579438,"about_ca_topic_score_gemma":0.001617923,"domain_scores_codex":[0.9996007,0.0001208841,0.00002449,0.0001017814,0.00006699311,0.0000851166],"domain_scores_gemma":[0.9987538,0.0004184931,0.0004358933,0.0001053466,0.0001116045,0.0001749856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002248224,0.00002198402,0.9884555,0.00003041573,0.0002173382,0.0001739767,0.00004141058,0.000109572,0.003373483,0.0001268437,0.0002241737,0.00700052],"study_design_scores_gemma":[0.000005375322,0.00006119805,0.997162,0.00001046843,0.0001234965,0.0004837807,0.0000479217,0.0002473069,0.0007080198,0.0002363191,0.00091003,0.000004156287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943652,0.002865995,0.0006167571,0.0001746317,0.00001624255,0.000005740464,0.0004179818,0.00001693479,0.001520605],"genre_scores_gemma":[0.9986203,0.0004162536,0.0002595213,0.00003495741,0.00001633209,0.000005334735,0.0002085185,0.000004761402,0.0004339823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004252234,"threshold_uncertainty_score":0.01422513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01193398534558415,"score_gpt":0.2323771882180217,"score_spread":0.2204432028724375,"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."}}