{"id":"W2398129082","doi":"10.2172/1113509","title":"Science and Technology Review October/November 2011","year":2011,"lang":"en","type":"report","venue":"","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Nuclear Security Administration; Battelle; Lawrence Livermore National Laboratory; Canada Excellence Research Chairs, Government of Canada; U.S. Department of Energy","keywords":"National laboratory; Engineering ethics; Political science; Cover (algebra); National security; Value (mathematics); Engineering; Library science; Public relations; Computer science; Engineering physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003496972,0.001156265,0.00137702,0.003419453,0.001181698,0.004048143,0.001690802,0.003599811,0.04235205],"category_scores_gemma":[0.007325856,0.00075493,0.0008732898,0.003585445,0.0007312974,0.002811097,0.001791045,0.00414461,0.05624944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003739463,"about_ca_system_score_gemma":0.01062077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003916766,"about_ca_topic_score_gemma":0.009780994,"domain_scores_codex":[0.9950988,0.0004826296,0.0004132128,0.0003205314,0.003288799,0.0003961509],"domain_scores_gemma":[0.9918954,0.0005919514,0.0004365263,0.0002823085,0.006182245,0.0006116005],"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":[0.00001594629,0.0000139618,0.00003612602,0.0007152535,0.000008886467,0.00004239222,0.00001110335,0.00001926363,0.0002128631,0.0009398709,0.9457582,0.05222636],"study_design_scores_gemma":[0.00000236607,0.000005341889,0.00006507616,0.0001887909,0.000003642959,0.00002076039,0.000005982199,0.000002748348,0.00005967546,0.00006818474,0.9995753,0.000002175985],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005408784,0.4842061,0.001131915,0.08656067,0.1856887,0.0007006205,0.002946869,0.0005040262,0.2377203],"genre_scores_gemma":[0.002634974,0.6092418,0.0008611853,0.03364012,0.02487108,0.0004194701,0.004464114,0.0001182553,0.323749],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04235205,"threshold_uncertainty_score":0.1416817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04817901414919776,"score_gpt":0.346488957095878,"score_spread":0.2983099429466802,"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."}}