{"id":"W2019790956","doi":"10.1016/j.apradiso.2007.12.021","title":"International study on the validation of models for the environmental transfer of tritium and carbon-14","year":2008,"lang":"en","type":"article","venue":"Applied Radiation and Isotopes","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Atomic Energy (Canada)","funders":"Atomic Energy of Canada Limited; International Atomic Energy Agency","keywords":"Tritium; Environmental science; Work (physics); Carbon fibers; Atomic energy; Energy transfer; Agency (philosophy); Nuclear engineering; Environmental chemistry; Nuclear physics; Chemistry; Computer science; Engineering; Physics; Engineering physics","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":[0.0001477962,0.00006034134,0.00007210959,0.00001998404,0.00009083037,0.00000568682,0.00006789597,0.00001997643,0.0001506442],"category_scores_gemma":[0.000005902918,0.00003743495,0.00002045598,0.00003440213,0.000147787,0.00006162305,0.0000088419,0.00003289867,0.00000101991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001526376,"about_ca_system_score_gemma":0.00000226236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001965202,"about_ca_topic_score_gemma":0.000002672323,"domain_scores_codex":[0.9995221,0.00002253014,0.0001304475,0.0001146585,0.0001624934,0.00004775148],"domain_scores_gemma":[0.9996803,0.0002036003,0.00002663377,0.00007054503,0.000003784524,0.00001509901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002691509,0.004997607,0.2026796,0.00005820378,0.001155889,0.000002224664,0.1262237,0.0277653,0.2714548,0.07681314,0.001716345,0.2844417],"study_design_scores_gemma":[0.004739488,0.0004810244,0.8572749,0.000004996652,0.00009956957,0.000003156787,0.00380638,0.03072605,0.09568475,0.0006492799,0.006296522,0.0002338832],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913843,0.00002464138,0.00273757,0.0004421174,0.00002683681,0.0007428856,0.00001851266,0.000003515582,0.004619671],"genre_scores_gemma":[0.9995152,0.000177175,0.00001665798,0.00007915108,0.00001252869,0.00006641368,0.00000573954,0.000004587413,0.0001225844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6545953,"threshold_uncertainty_score":0.1649448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01713808450184667,"score_gpt":0.2099122290392525,"score_spread":0.1927741445374058,"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."}}