{"id":"W2053464286","doi":"10.1002/stvr.1476","title":"Status and Awards","year":2012,"lang":"en","type":"article","venue":"Software Testing Verification and Reliability","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":[],"consensus_categories":[],"category_scores_codex":[0.0008452899,0.00005451884,0.00006313028,0.00001759278,0.0005422407,0.00004305405,0.00003948348,0.00005278545,0.00003690671],"category_scores_gemma":[0.003282905,0.00004677218,0.000009750552,0.0001599825,0.0002561261,0.0001886394,0.0000249221,0.00006766929,0.000001805691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000426791,"about_ca_system_score_gemma":0.00006500125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002607361,"about_ca_topic_score_gemma":0.00005642266,"domain_scores_codex":[0.999285,0.00009763855,0.0001095518,0.0001421444,0.0001285398,0.0002371332],"domain_scores_gemma":[0.9992614,0.000255426,0.00004705609,0.0001324701,0.0001132428,0.0001904233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001415072,0.00004463659,0.9462782,0.000007447652,0.000001581391,2.70154e-8,0.003125854,5.937089e-7,0.0000341232,0.01716811,0.0001244469,0.03321363],"study_design_scores_gemma":[0.00006780568,0.000009119533,0.9009945,0.000005334679,0.00000620746,1.537396e-7,0.0005577803,0.000007197001,0.000008831574,0.001418779,0.09686091,0.00006343341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99504,0.0003054148,0.0004948131,0.0005217865,0.0002026631,0.0001547463,0.000009401919,0.0001949465,0.003076207],"genre_scores_gemma":[0.9907029,0.0001134694,0.008589012,0.00016607,0.00009376262,0.000008450692,0.000004379348,0.000004457812,0.0003174941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09673646,"threshold_uncertainty_score":0.4170532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03552312542783721,"score_gpt":0.314535663699376,"score_spread":0.2790125382715388,"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."}}