{"id":"W4414875942","doi":"10.33540/3124","title":"Context matters","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Immune Cell Function and Interaction","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Immune system; Context (archaeology); Immunotherapy; Cancer immunotherapy; Cancer; Inflammation; Autoimmune disease; Autoimmunity; Receptor","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001902228,0.0008485949,0.0009746714,0.001172371,0.002342924,0.007917005,0.002197982,0.005827786,0.6935536],"category_scores_gemma":[0.01353739,0.0003602314,0.000871938,0.0009908816,0.001448287,0.003350594,0.004138161,0.003760673,0.4500683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001673767,"about_ca_system_score_gemma":0.005452917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001224612,"about_ca_topic_score_gemma":0.001648203,"domain_scores_codex":[0.9967986,0.000566116,0.0002135981,0.0008228066,0.001102273,0.0004965977],"domain_scores_gemma":[0.9944422,0.0007942372,0.0003311448,0.000802049,0.001529712,0.002100667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005261676,0.00002647017,0.0002280991,0.0003854791,0.000009914732,0.0002317543,0.00009635498,0.0000352827,0.0001960179,0.009740148,0.9102338,0.07876407],"study_design_scores_gemma":[0.000006465678,0.000006531128,0.0001053812,0.0001387495,0.000002135891,0.0001269822,0.00005646184,0.00001461815,0.00005185748,0.001380891,0.9981066,0.000003215152],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008668755,0.008385028,0.001888865,0.06788452,0.1064126,0.0003310683,0.004939487,0.001789156,0.8075024],"genre_scores_gemma":[0.01126003,0.007205654,0.001696504,0.0427668,0.02267924,0.000320332,0.004022498,0.001181743,0.9088672],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6935536,"threshold_uncertainty_score":0.4371086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008449701880932341,"score_gpt":0.2411719156838905,"score_spread":0.2327222138029582,"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."}}