{"id":"W7061901281","doi":"","title":"Sandidge, Janice (SC 1074)","year":2013,"lang":"en","type":"article","venue":"TopSCHOLAR (Western Kentucky University)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); World class; George (robot); Data collection","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":[0.00005925994,0.0001710956,0.0001596391,0.0001457292,0.0001159311,0.0001284112,0.0003325644,0.0001049027,0.0002502813],"category_scores_gemma":[0.00000801708,0.0001904705,0.00006729655,0.0003672132,0.00003037695,0.001062555,0.00009286348,0.0002532442,0.0009587727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001299367,"about_ca_system_score_gemma":0.00001295942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006799208,"about_ca_topic_score_gemma":0.00006756395,"domain_scores_codex":[0.9991416,0.00003039335,0.0001364413,0.0002040583,0.0001438619,0.0003436836],"domain_scores_gemma":[0.9993743,0.00002130586,0.0000278877,0.0003301097,0.00006147935,0.0001848732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007334197,0.000442817,0.8366358,0.0002442287,0.0006484892,0.000678978,0.001517724,0.007172307,0.1032323,0.006104349,0.01041547,0.03283421],"study_design_scores_gemma":[0.003187309,0.0002126199,0.4553261,0.0001212541,0.0002111056,0.00006256015,0.0006800109,0.02091224,0.01301945,0.0003956489,0.5040159,0.001855719],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813508,0.00009391545,0.0009496807,0.00005936848,0.0002280915,0.0001623688,0.000006697457,0.0004033513,0.01674573],"genre_scores_gemma":[0.9945249,0.00008460325,0.0002494332,0.00007638811,0.00006690992,0.000001176538,0.000008642272,0.00003034206,0.004957611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4936005,"threshold_uncertainty_score":0.9998191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007370297057812208,"score_gpt":0.1703217147468077,"score_spread":0.1629514176889955,"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."}}