{"id":"W781043755","doi":"10.1179/rmt.2002.13.3-4.179","title":"Unilateral Approval—Is it Working?","year":2013,"lang":"en","type":"article","venue":"International Journal of Radioactive Materials Transport","topic":"Nuclear and radioactivity studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Engineering management; Engineering ethics; Operations management; Medical education; Aeronautics; Medicine","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":[0.1430296,0.0008265589,0.002120281,0.001674137,0.009538023,0.01931125,0.005146545,0.02974477,0.04466815],"category_scores_gemma":[0.2826541,0.001066493,0.001939984,0.001863267,0.01592032,0.0207185,0.01090791,0.0237071,0.01780966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00492089,"about_ca_system_score_gemma":0.03478893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005776562,"about_ca_topic_score_gemma":0.008472552,"domain_scores_codex":[0.8653618,0.04488235,0.008553643,0.01080275,0.0505828,0.0198167],"domain_scores_gemma":[0.7996729,0.07866424,0.0107128,0.02328724,0.05852633,0.0291365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002129758,0.0002713037,0.005274009,0.0006273081,0.0001200978,0.0005089054,0.001965389,0.0001739987,0.0005079722,0.1932414,0.6068438,0.1902529],"study_design_scores_gemma":[0.0002351371,0.00028411,0.003688117,0.002140102,0.00009283977,0.0009385566,0.002351123,0.0004733553,0.0007012972,0.1127088,0.8762184,0.0001681121],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005810586,0.01008368,0.01358668,0.7725514,0.03324249,0.0003867414,0.0001725941,0.0007283282,0.1634376],"genre_scores_gemma":[0.2173745,0.00734706,0.01315532,0.6176823,0.02194631,0.001404341,0.0004734934,0.0007316431,0.119885],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1430296,"threshold_uncertainty_score":0.7564216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349396022121338,"score_gpt":0.2277557649176273,"score_spread":0.2142618046964139,"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."}}