{"id":"W4285315377","doi":"10.1201/9780429201493-15","title":"Machines with Radionuclide Sources","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Nuclear physics research studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radionuclide; Environmental science; Nuclear physics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002615689,0.0007645328,0.000428205,0.001297325,0.000575687,0.002031223,0.001012124,0.001153222,0.04740089],"category_scores_gemma":[0.0004612577,0.0004442425,0.0004928142,0.00159178,0.0005969523,0.002288198,0.001329889,0.0009678644,0.03821441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000638067,"about_ca_system_score_gemma":0.0004878546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004952904,"about_ca_topic_score_gemma":0.000844329,"domain_scores_codex":[0.9997135,0.00002880833,0.00001289704,0.00006233106,0.0001582374,0.00002425514],"domain_scores_gemma":[0.9998042,0.00005936706,0.00001344513,0.00004385877,0.00005921948,0.00001988098],"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":[0.0001423467,0.00009570606,0.0005485396,0.001110353,0.0000240501,0.0003875264,0.0004397322,0.001974008,0.03070525,0.2255544,0.1056777,0.6333404],"study_design_scores_gemma":[0.00001089562,0.00004098617,0.0002770795,0.0001038822,0.000009256069,0.000618291,0.00001797066,0.0005851897,0.006582484,0.007513357,0.984227,0.00001350486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005869675,0.02226827,0.08599291,0.0008809252,0.001793462,0.0001993645,0.0006668434,0.003258192,0.8790703],"genre_scores_gemma":[0.04236045,0.01379348,0.07170153,0.0007141559,0.000483494,0.0001788641,0.0009465447,0.0005440231,0.8692774],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04740089,"threshold_uncertainty_score":0.1585718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439722553306949,"score_gpt":0.2493352245045392,"score_spread":0.2349379989714697,"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."}}