{"id":"W6950238057","doi":"10.5281/zenodo.5645831","title":"Reducing Uncertainties in Low Dose/Low Dose Rate Health Risks Requires International Networking in Research Implementation and Its Communication to Stakeholders","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Health Canada","funders":"","keywords":"Radiological weapon; Public health; Dose rate; Work (physics); Risk assessment; Epidemiology; Precautionary principle","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003150958,0.0001117691,0.0001847826,0.0007156787,0.00085247,0.0005411824,0.0003320901,0.00004250859,0.001193176],"category_scores_gemma":[0.0008901224,0.0001302206,0.00002372359,0.001237026,0.00007262918,0.0004392694,0.0006395423,0.0004646488,0.0001745875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006429373,"about_ca_system_score_gemma":0.00005020015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004997241,"about_ca_topic_score_gemma":0.00004927781,"domain_scores_codex":[0.9971592,0.001087414,0.00046512,0.0004169687,0.0004417849,0.0004294533],"domain_scores_gemma":[0.9987187,0.00008625981,0.0001130335,0.0003439366,0.0005592466,0.0001787943],"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":[0.0005964608,0.0004519215,0.002413525,0.0004311353,0.00009950869,0.0001043231,0.03237894,0.004555282,0.01997456,0.003032103,0.04667753,0.8892847],"study_design_scores_gemma":[0.01034414,0.0008768,0.3074562,0.003621628,0.00002539818,0.0002534373,0.05609441,0.0389737,0.008456258,0.0007191184,0.57239,0.0007889544],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671371,0.0009321711,0.0002078179,0.02246917,0.0001358091,0.00101705,0.00003979108,0.0001564355,0.007904659],"genre_scores_gemma":[0.9954329,0.001924714,0.0002065894,0.0005684963,0.0001233799,4.749493e-7,0.001225819,0.0002805128,0.0002371178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8884957,"threshold_uncertainty_score":0.9997199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2557686502463954,"score_gpt":0.4177917560869455,"score_spread":0.1620231058405501,"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."}}