{"id":"W7062590506","doi":"","title":"Updating referenced standards in the national codes","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Code (set theory); Ethical code","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.05347273,0.0006805627,0.001236225,0.007529696,0.006105046,0.0124546,0.004786535,0.007815397,0.006011577],"category_scores_gemma":[0.1831369,0.0009321963,0.001146745,0.007685017,0.004566114,0.00842151,0.004800369,0.01173298,0.006009651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01611541,"about_ca_system_score_gemma":0.04749757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1044237,"about_ca_topic_score_gemma":0.08602887,"domain_scores_codex":[0.910834,0.02490573,0.01757849,0.003606624,0.0395413,0.003533804],"domain_scores_gemma":[0.7308596,0.04261097,0.009473299,0.04364469,0.1690963,0.004315141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001538529,0.0001678694,0.00442811,0.0006372607,0.00004692554,0.0003122636,0.004681768,0.002177434,0.002705974,0.4953755,0.3293467,0.1599663],"study_design_scores_gemma":[0.00001726788,0.00003502846,0.002007971,0.001016022,0.00002992713,0.0001305338,0.000815429,0.001282029,0.002094381,0.02382799,0.968643,0.0001005469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03631278,0.01333153,0.31611,0.1433136,0.08477109,0.001410332,0.0105089,0.01054823,0.3836934],"genre_scores_gemma":[0.1723836,0.01176566,0.5261456,0.04138148,0.006729603,0.002877974,0.01932522,0.007215807,0.2121751],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1044237,"threshold_uncertainty_score":0.2827942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02688793456451946,"score_gpt":0.3197113200353296,"score_spread":0.2928233854708101,"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."}}