{"id":"W2955188280","doi":"10.1080/09553002.2019.1640043","title":"Non-clinical radiation biology and pharmacology models: appraisal of state-of-the-art and innovation","year":2019,"lang":"en","type":"editorial","venue":"International Journal of Radiation Biology","topic":"Effects of Radiation Exposure","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Pharmacology; Radiobiology; Clinical pharmacology; Computational biology; Biology; Medicine; Chemistry; Neuroscience; Radiation therapy; 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":[],"consensus_categories":[],"category_scores_codex":[0.001753735,0.0002557411,0.0009794245,0.001197176,0.00002769217,0.00001340803,0.000360564,0.0008651458,0.00003678822],"category_scores_gemma":[0.003337024,0.0002015724,0.0001963104,0.0003105443,0.0003929811,0.0002369686,0.0001107865,0.0009455369,0.000003664349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001453918,"about_ca_system_score_gemma":0.001010774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001760906,"about_ca_topic_score_gemma":0.000002773062,"domain_scores_codex":[0.9966205,0.000408395,0.0019921,0.0003181412,0.0004838845,0.0001770145],"domain_scores_gemma":[0.9903399,0.003011533,0.004044547,0.0001829298,0.002337279,0.00008378379],"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":[0.002555538,0.0004023299,0.1135588,0.0003103848,0.002747506,0.000009260537,0.0003841655,0.0005749704,0.02017598,0.002037911,0.7418192,0.1154239],"study_design_scores_gemma":[0.01896729,0.005197014,0.04570124,0.0003919845,0.0008407237,0.0002199799,0.00003370662,0.007674306,0.008633723,0.003954283,0.9078856,0.0005002238],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.3345021,0.002247204,0.003708483,0.002850152,0.6554028,0.0006611666,0.0003946725,0.0000116555,0.0002217969],"genre_scores_gemma":[0.7906516,0.007602665,0.0008801801,0.0004518247,0.1991947,0.0000126964,0.0009071078,0.00005323495,0.0002460414],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4562081,"threshold_uncertainty_score":0.8219883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01726636686979623,"score_gpt":0.3987048381807299,"score_spread":0.3814384713109337,"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."}}