{"id":"W4416454378","doi":"10.1007/978-3-031-93616-6_27","title":"Miscellaneous Agents","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Cancer Treatment and Pharmacology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; University of Waterloo; Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"","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":[],"consensus_categories":[],"category_scores_codex":[0.0003281028,0.0009408246,0.0006754452,0.001184042,0.0008857192,0.002420822,0.001248592,0.00175223,0.2227871],"category_scores_gemma":[0.0009221468,0.0002709592,0.0004468592,0.0009715428,0.0006388936,0.001948161,0.001605534,0.002676605,0.1503147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006240889,"about_ca_system_score_gemma":0.001020472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001382439,"about_ca_topic_score_gemma":0.004912184,"domain_scores_codex":[0.9996842,0.00005387838,0.00001215975,0.00003942198,0.0001793202,0.00003098188],"domain_scores_gemma":[0.9997573,0.00006805974,0.00002375189,0.00004223447,0.00007081137,0.00003783217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003292919,0.00007068057,0.00004355355,0.0004523339,0.000004285205,0.0001622423,0.00008827593,0.0001240777,0.001016655,0.02490089,0.7460255,0.2270785],"study_design_scores_gemma":[0.000001636014,0.000006985556,0.00001746683,0.00006592153,0.000001540282,0.00009031008,0.00001015551,0.0000112414,0.00008786599,0.001204414,0.9985012,0.000001271457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0002872677,0.04023396,0.001463535,0.003769082,0.00741505,0.00005521454,0.0002807207,0.0002602544,0.9462349],"genre_scores_gemma":[0.001074032,0.0124954,0.0006295481,0.003097552,0.001443292,0.0000284443,0.0001535479,0.00005985069,0.9810184],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2227871,"threshold_uncertainty_score":0.745297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03062335143220128,"score_gpt":0.3182470025553903,"score_spread":0.287623651123189,"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."}}