{"id":"W7049486418","doi":"","title":"Our Contributors","year":2006,"lang":"en","type":"article","venue":"Archivaria","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004481598,0.00004640168,0.00004665287,0.000030913,0.00001682857,0.00001674964,0.00004205022,0.00001535035,0.00002112055],"category_scores_gemma":[0.000004629374,0.00004570719,0.00002152112,0.00003886899,0.000003128854,0.00003924787,0.000005708838,0.0000425871,0.00004036053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000109265,"about_ca_system_score_gemma":0.000004119106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002376744,"about_ca_topic_score_gemma":0.0000041613,"domain_scores_codex":[0.9997187,0.000006880414,0.00007610449,0.00004484603,0.00005956898,0.00009390192],"domain_scores_gemma":[0.9998848,0.000005322728,0.000005263899,0.00007770234,0.000006120936,0.00002075228],"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":[0.00000269521,0.00001592459,0.001029013,0.000009087637,0.000009905505,0.000003406084,0.00002395145,0.0006358743,0.1030534,0.7338803,0.1589071,0.00242931],"study_design_scores_gemma":[0.0007793731,0.00003364347,0.04098076,0.00002570084,0.00001794829,0.00001051296,0.00002028281,0.01830681,0.2062354,0.1627926,0.5703489,0.0004481468],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01024305,0.00007206674,0.3039352,0.0004564224,0.0004194555,0.0001925247,0.00001538892,0.002585548,0.6820804],"genre_scores_gemma":[0.9976189,0.000003050681,0.001916725,0.00004669761,0.0001124099,0.000008635108,0.00001683612,0.000009947401,0.0002668116],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9873759,"threshold_uncertainty_score":0.1863885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01124971675247225,"score_gpt":0.2141462292443495,"score_spread":0.2028965124918772,"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."}}