{"id":"W2902540225","doi":"10.1155/2018/5837235","title":"The Adaptive Complexity of Cancer","year":2018,"lang":"en","type":"review","venue":"BioMed Research International","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Ryerson University","keywords":"Immunosurveillance; Cancer; Disease; Immunosuppression; Medicine; Tumor microenvironment; Immune system; Acquired immune system; Bioinformatics; Immunology; Cancer research; Biology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001545247,0.0001569165,0.0005255365,0.0003908915,0.0001629643,0.00003611791,0.0006281061,0.0001563193,0.0009125131],"category_scores_gemma":[0.0001873057,0.00008465558,0.0004127378,0.0005622092,0.002467358,0.00002561438,0.0001870672,0.0004348073,0.00006810855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006182531,"about_ca_system_score_gemma":0.001232016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006198158,"about_ca_topic_score_gemma":0.0001481377,"domain_scores_codex":[0.9974992,0.0002471293,0.0004857464,0.0002669458,0.001200664,0.000300308],"domain_scores_gemma":[0.9979655,0.0004382233,0.0002233333,0.0003506597,0.0009390693,0.00008321613],"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":[0.0006553424,0.00007605544,0.000006064378,0.001223659,0.00165657,0.000006177397,0.00002686349,1.682082e-9,0.0000186492,0.001023021,0.0611591,0.9341485],"study_design_scores_gemma":[0.0003941497,0.0002006779,0.00009043083,0.006637849,0.00007079968,0.00001749669,0.00002770347,0.00001025351,0.0000329805,0.0001649886,0.9922762,0.00007648821],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006915663,0.9909241,0.000005863091,0.00116832,0.00171565,0.0007396635,0.0003740978,0.00001120626,0.005054186],"genre_scores_gemma":[0.00002650401,0.9911457,0.0001049934,0.00002066073,0.001379457,0.0002232465,0.0001179436,0.00002385158,0.006957634],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.934072,"threshold_uncertainty_score":0.9991378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4689211450462936,"score_gpt":0.5553741294137186,"score_spread":0.08645298436742499,"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."}}