{"id":"W4404386818","doi":"10.1093/rpd/ncae129","title":"Development of evaluation method for radiocesium availability in soil by biomimetic approach","year":2024,"lang":"en","type":"article","venue":"Radiation Protection Dosimetry","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"TRACER; Environmental science; Environmental chemistry; Soil science; Diffusion; Concentration gradient; Chemistry","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":[0.002507127,0.0001207249,0.0001418839,0.0002096331,0.00007652937,0.00003046703,0.0000675936,0.0001033703,0.0005682598],"category_scores_gemma":[0.0001199587,0.0001194641,0.00005656572,0.0008227878,0.00004119314,0.000311181,0.00001079063,0.0001073552,0.00004038894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008347986,"about_ca_system_score_gemma":0.00006665527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000637327,"about_ca_topic_score_gemma":0.00001967632,"domain_scores_codex":[0.9984497,0.0002112816,0.0004033981,0.0004142226,0.0003776281,0.0001437192],"domain_scores_gemma":[0.9996545,0.00008560623,0.00006734845,0.0001267708,0.00002293306,0.00004278175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004720305,0.0002106772,0.001061182,0.0001651782,0.00003578049,8.036014e-8,0.001170872,0.001530009,0.2182487,0.00009934597,0.0002870722,0.7771439],"study_design_scores_gemma":[0.0008012209,0.00004611214,0.02135333,0.00001442739,0.0000348266,0.000002125628,0.0000755075,0.5470344,0.4223408,0.0002195151,0.007904603,0.0001731632],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1476071,0.0002616377,0.849004,0.0001073242,0.0001813349,0.00166305,0.000009166238,0.00005140711,0.001114993],"genre_scores_gemma":[0.9697395,0.000005768391,0.02916685,0.00002490843,0.00001961191,0.0007550791,0.00004662218,0.00001561347,0.0002260171],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8221324,"threshold_uncertainty_score":0.6222047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849007826536495,"score_gpt":0.2870558475847421,"score_spread":0.2685657693193771,"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."}}