{"id":"W7061746317","doi":"","title":"Review of Normative Language Policy","year":2019,"lang":"en","type":"article","venue":"Arrow@dit (Dublin Institute of Technology)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Normative; Focus (optics); Scholarship; Sociolinguistics; Politics; Power (physics); Morality","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002279852,0.0001430242,0.000384955,0.0005339611,0.00002947806,0.000006062354,0.0005863861,0.00007577682,0.03133759],"category_scores_gemma":[0.0001029483,0.0001280656,0.0001127239,0.001074161,0.0002571428,0.00006922321,0.0002974523,0.0002369212,0.0002244318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009964377,"about_ca_system_score_gemma":0.0002474187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008459798,"about_ca_topic_score_gemma":0.00001886348,"domain_scores_codex":[0.9988297,0.0000180107,0.0004625067,0.0002075608,0.0002395899,0.0002426744],"domain_scores_gemma":[0.9987551,0.00002429689,0.0002795201,0.0006764957,0.0002196949,0.00004488636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001958857,0.0003485702,0.006734081,0.003792067,0.0001656254,0.000003889562,0.0001647545,0.000004425624,0.0416293,0.40571,0.03697073,0.5044569],"study_design_scores_gemma":[0.001362806,0.0002789096,0.000578963,0.004017555,0.0000420464,0.000002380118,0.0008927298,0.0001133276,0.08187596,0.0017536,0.9087704,0.0003113548],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.510989,0.004683386,0.0002654918,0.0150047,0.0003242763,0.001405637,0.0001217106,0.0001078898,0.4670979],"genre_scores_gemma":[0.9916878,0.0008379193,0.002103662,0.0002530089,0.00009072234,0.00006984981,0.00006064931,0.00001402074,0.004882308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8717996,"threshold_uncertainty_score":0.9695479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007151817571592349,"score_gpt":0.2837353719944034,"score_spread":0.276583554422811,"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."}}