{"id":"W4412750736","doi":"10.3390/cancers17152522","title":"Balancing Innovation and Safety: Prediction, Prevention, and Management of Pneumonitis in Lung Cancer Patients Receiving Novel Anti-Cancer Agents","year":2025,"lang":"en","type":"review","venue":"Cancers","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Kingston Health Sciences Centre; University of Ottawa; Queen's University","funders":"","keywords":"Medicine; Pneumonitis; Lung cancer; Cancer; Intensive care medicine; Hypersensitivity pneumonitis; Disease; Lung; Pathology; Internal medicine","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":[0.001220345,0.0006184979,0.001342663,0.001762567,0.0001934832,0.001292694,0.000680614,0.001293193,0.003106412],"category_scores_gemma":[0.003252224,0.0002230367,0.001047156,0.001219897,0.0002989199,0.001133574,0.0005826145,0.001407334,0.0008373445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008487846,"about_ca_system_score_gemma":0.002043978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001286981,"about_ca_topic_score_gemma":0.002993802,"domain_scores_codex":[0.9993666,0.000220031,0.0001211249,0.00006526237,0.0001822918,0.00004472325],"domain_scores_gemma":[0.9985178,0.001013906,0.0001845918,0.00002073121,0.0002207715,0.00004209354],"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":[0.0001020851,0.00005319891,0.0004121541,0.05125252,0.0004696773,0.0001187263,0.00008787084,0.0004653059,0.0004919126,0.005145237,0.0210047,0.9203966],"study_design_scores_gemma":[0.00006807023,0.0002422597,0.002299332,0.0436481,0.0009441364,0.001204223,0.0001306037,0.0003879925,0.0004513683,0.004897872,0.9456856,0.00004041452],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001298984,0.9982672,0.00012121,0.000621536,0.0001505936,0.000009561994,0.00002323737,0.000004808889,0.0006720433],"genre_scores_gemma":[0.001346115,0.9975915,0.000234247,0.000366218,0.0001561536,0.00001479375,0.00002568093,0.000001364959,0.0002639919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003106412,"threshold_uncertainty_score":0.01039201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02221243422884437,"score_gpt":0.3670415026560334,"score_spread":0.344829068427189,"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."}}