{"id":"W7038298879","doi":"","title":"IMPROVING OUTCOMES FOR CANCER IMMUNOTHERAPY","year":2022,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immunotherapy; Cancer immunotherapy; Cancer; Cancer treatment; Cancer therapy; Cause of death; Quality of life (healthcare)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004739985,0.0004636861,0.0004561704,0.0007290221,0.001076201,0.003535464,0.0006405617,0.00137448,0.03632643],"category_scores_gemma":[0.00850438,0.00008982579,0.0006137426,0.0008194271,0.000838477,0.001903777,0.003077877,0.003659718,0.01037688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002165518,"about_ca_system_score_gemma":0.006108237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009366942,"about_ca_topic_score_gemma":0.002423884,"domain_scores_codex":[0.9982834,0.0005382179,0.00007231336,0.0001160948,0.0006575199,0.0003324223],"domain_scores_gemma":[0.9968497,0.000534003,0.0003389067,0.000177287,0.0008447056,0.001255371],"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":[0.00007217035,0.0001955428,0.001919513,0.000729531,0.0000475586,0.00008053273,0.000363204,0.0002772629,0.0005810058,0.03557381,0.4605288,0.4996311],"study_design_scores_gemma":[0.00003328035,0.0002047708,0.003670448,0.001432203,0.00003942671,0.0002625923,0.0004876781,0.0001201442,0.0005618212,0.02582994,0.9673434,0.00001428005],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01332201,0.1536196,0.01216589,0.4890173,0.0158854,0.0004592908,0.001771285,0.0008825219,0.3128768],"genre_scores_gemma":[0.238719,0.3648682,0.03209772,0.1472961,0.01678435,0.001120399,0.004036175,0.0006846391,0.1943936],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03632643,"threshold_uncertainty_score":0.121524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01095186269537495,"score_gpt":0.2385314618219462,"score_spread":0.2275795991265712,"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."}}