{"id":"W4285394177","doi":"10.1089/jamp.2022.29067.md","title":"Radiolabeling Methods","year":2022,"lang":"en","type":"review","venue":"Journal of Aerosol Medicine and Pulmonary Drug Delivery","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton","funders":"","keywords":"In vivo; Inhalation; Inhaler; Nebulizer; Dry-powder inhaler; Deposition (geology); Drug; Biomedical engineering; Nuclear medicine; Chemistry; Pharmacology; Medicine; Radiology; Anesthesia; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003182054,0.000623311,0.003830434,0.001120813,0.0002742892,0.00002185284,0.0003106182,0.0003071547,0.001417821],"category_scores_gemma":[0.0003901221,0.0004084635,0.0009548109,0.0006424077,0.0002608887,0.0002128419,0.0001750282,0.002248386,0.00001383862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002606546,"about_ca_system_score_gemma":0.0009939291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001233431,"about_ca_topic_score_gemma":2.880675e-7,"domain_scores_codex":[0.9950176,0.001010586,0.002265653,0.0004137855,0.0008782574,0.000414081],"domain_scores_gemma":[0.9954754,0.001410294,0.001815155,0.0004151053,0.0003012545,0.0005828437],"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":[0.0001247432,0.0001244903,0.000006425105,0.008705426,0.0005415119,0.002633158,0.0002479517,0.000001474253,0.00004751383,0.00000472803,0.01207154,0.975491],"study_design_scores_gemma":[0.0008586224,0.0005312217,8.478669e-7,0.01561969,0.004421453,0.01608022,0.0006535632,0.00003819792,0.000007844244,0.000006751412,0.9614446,0.0003369511],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001832017,0.9942658,0.00005021657,0.0004220079,0.001968132,0.0005066739,0.00001091629,0.00002884569,0.002564196],"genre_scores_gemma":[0.00001479213,0.9926459,0.001767011,0.001201204,0.002789898,0.00001371182,0.00005138006,0.00009896231,0.001417167],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9751541,"threshold_uncertainty_score":0.9998367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09689857640682702,"score_gpt":0.3956150883011933,"score_spread":0.2987165118943663,"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."}}