{"id":"W2794437621","doi":"10.1177/0022034518758045","title":"Altered Immune-Related Gene Expressions Indicate Oral Cancer Nodal Disease","year":2018,"lang":"en","type":"article","venue":"Journal of Dental Research","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"Terry Fox Research Institute","keywords":"Medicine; Carcinogenesis; Lymph node; Gene expression; Cancer; Immune system; Gene; Oncology; Internal medicine; Pathology; Biology; Immunology; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009107817,0.0001072924,0.0003516613,0.0003499863,0.0002983675,0.00002921707,0.0002196044,0.00006080583,0.001221664],"category_scores_gemma":[0.0003728389,0.00007372675,0.0001697264,0.0004156509,0.0004239722,0.000129697,0.000194483,0.0007436983,0.0001385294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001872862,"about_ca_system_score_gemma":0.0006604303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009631077,"about_ca_topic_score_gemma":0.00002697683,"domain_scores_codex":[0.9975756,0.0001612698,0.0004818278,0.0001539391,0.001177222,0.0004501758],"domain_scores_gemma":[0.9983416,0.00008490143,0.0001447524,0.0001962748,0.0006231647,0.0006093237],"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":[0.007335559,0.001152073,0.3462239,0.0001442774,0.0008929073,0.001960289,0.002063714,0.000002304957,0.5604787,0.0000500419,0.05225154,0.0274446],"study_design_scores_gemma":[0.005530606,0.002071225,0.9116951,0.00139355,0.0001451068,0.0003389077,0.0006639069,0.00008946363,0.0599475,0.0002168941,0.01773934,0.0001683846],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868394,0.008043575,0.000006003515,0.002637026,0.0006037758,0.0001773765,0.00001659666,0.00000799481,0.001668311],"genre_scores_gemma":[0.9940909,0.002401048,0.0001254333,0.0001156101,0.000911541,0.00001175937,0.000002723988,0.00001994098,0.002321092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5654712,"threshold_uncertainty_score":0.9996914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1264370422442903,"score_gpt":0.4833354162203131,"score_spread":0.3568983739760228,"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."}}