{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007252339,0.00006257658,0.00008097921,0.00002128865,0.0002567576,0.00001703878,0.0001229855,0.00004574036,0.001909023],"category_scores_gemma":[0.00004866873,0.0000475297,0.00002965419,0.0002015819,0.00008584157,0.0001466751,0.00002591107,0.0001972232,0.001272481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002835077,"about_ca_system_score_gemma":0.00005147473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003511787,"about_ca_topic_score_gemma":0.00001771282,"domain_scores_codex":[0.9995058,0.00005030459,0.0001035983,0.0001630933,0.00002805563,0.0001492125],"domain_scores_gemma":[0.9997028,0.00003460938,0.0001075953,0.00008727713,0.00005346956,0.00001423702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005753533,0.00004842893,0.01188595,0.000002894875,0.00002430141,6.890872e-7,0.001381308,0.0001582673,0.9625024,0.0000880182,0.02064568,0.003204517],"study_design_scores_gemma":[0.0008800001,0.0003174197,0.06503312,0.00001048789,0.00004134376,0.00000579656,0.0007129753,0.00015679,0.5781507,0.000009517968,0.3544821,0.0001997384],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9324096,0.007561305,0.005204761,0.005723388,0.004774373,0.0002933491,0.0000417582,0.0002574485,0.04373404],"genre_scores_gemma":[0.9881288,0.0001204047,0.00004495166,0.0006923192,0.00002041916,0.000009891843,0.00001380006,0.000004489482,0.01096495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3843518,"threshold_uncertainty_score":0.9995052,"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."}}