{"id":"W7044110637","doi":"","title":"What Makes Achieving Regulatory Excellence So Difficult","year":2018,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"X-ray Diffraction in Crystallography","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Face (sociological concept); Work (physics); Front line; Politics; Social responsibility","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":[0.1159506,0.001349576,0.002191976,0.003904989,0.01676653,0.03939442,0.004460126,0.0339116,0.01177301],"category_scores_gemma":[0.1895309,0.001091162,0.002669783,0.003231553,0.06605937,0.0484914,0.01311807,0.03355218,0.01016272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01354995,"about_ca_system_score_gemma":0.03880516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007273567,"about_ca_topic_score_gemma":0.005944585,"domain_scores_codex":[0.7400744,0.1339826,0.01028694,0.02347974,0.07237072,0.01980557],"domain_scores_gemma":[0.782263,0.1038564,0.01447866,0.02588554,0.05156616,0.02195025],"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":[0.00002404025,0.00007244525,0.000517439,0.0004216502,0.00007490425,0.0001585885,0.004583327,0.0003623814,0.0003229133,0.7400979,0.2287053,0.0246591],"study_design_scores_gemma":[0.00003912296,0.00004787662,0.0005133994,0.000948649,0.00002991782,0.0001804639,0.003852838,0.000187135,0.0004655667,0.4754717,0.5181504,0.0001127502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001078637,0.01097134,0.007113937,0.9116845,0.007303105,0.00004796969,0.00004192746,0.0002607762,0.06149781],"genre_scores_gemma":[0.1449117,0.0184961,0.01295381,0.7789165,0.01664693,0.0003578507,0.0001791177,0.0008688756,0.02666915],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1159506,"threshold_uncertainty_score":0.6132129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01395253555066444,"score_gpt":0.2527091742749684,"score_spread":0.2387566387243039,"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."}}