{"id":"W3022361671","doi":"10.1063/pt.3.4463","title":"Commentary: Transparency for nuclear weapons test sites","year":2020,"lang":"en","type":"article","venue":"Physics Today","topic":"Nuclear Issues and Defense","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Nuclear test; Nuclear weapon; Test (biology); Nuclear engineering; Computer security; Political science; Computer science; Law; Engineering; Radioactive fallout; Geology; Paleontology","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":[0.02529885,0.001557266,0.002430021,0.002216641,0.01538032,0.01271928,0.01063074,0.1437235,0.02049718],"category_scores_gemma":[0.1508491,0.002153855,0.004067952,0.002657617,0.01514173,0.01643353,0.006519475,0.1490792,0.009919971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01975594,"about_ca_system_score_gemma":0.03330568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0463491,"about_ca_topic_score_gemma":0.04096759,"domain_scores_codex":[0.9681852,0.008044744,0.002362799,0.004375487,0.01260012,0.004431634],"domain_scores_gemma":[0.8524814,0.1132845,0.004165991,0.003395644,0.02114216,0.005530283],"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":[0.00001680989,0.000004950076,0.00003117013,0.00008187494,0.000005783771,0.0001000108,0.0002573383,0.00001745544,0.00003494746,0.004779186,0.9932678,0.001402802],"study_design_scores_gemma":[0.00008228549,0.00001990722,0.0003067247,0.0008000084,0.00002958252,0.0001807733,0.0006480451,0.00009113751,0.0002159047,0.006272751,0.9912879,0.00006498922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0000820593,0.001173935,0.00006076023,0.9667714,0.02909233,0.00001404186,0.00009329108,0.00002546256,0.002686648],"genre_scores_gemma":[0.0007832393,0.000341133,0.00004741675,0.9860509,0.01072386,0.00002643989,0.00001610918,0.00002071658,0.001990279],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1437235,"threshold_uncertainty_score":0.1433401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04870617055278297,"score_gpt":0.302836447333329,"score_spread":0.2541302767805461,"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."}}