{"id":"W2887326578","doi":"","title":"Perspectives on Probabilistic Assessment of Systems and Software","year":2016,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Software Reliability and Analysis Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Probabilistic logic; Computer science; Software construction; Avionics software; Social software engineering; Software; Software development; Software system; Software metric; Relevance (law); Software engineering; Software quality; Artificial intelligence; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006015012,0.0002664379,0.000479734,0.0002784592,0.0002102347,0.0004826841,0.001826412,0.0002088462,0.00001979791],"category_scores_gemma":[0.003765612,0.0002208472,0.0001851711,0.0003624789,0.0003892195,0.0001491462,0.002241101,0.000501822,0.000007528114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002062097,"about_ca_system_score_gemma":0.0004960603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003798555,"about_ca_topic_score_gemma":0.00005520232,"domain_scores_codex":[0.9924775,0.004923801,0.0004926181,0.001050049,0.0007596155,0.0002963887],"domain_scores_gemma":[0.9895939,0.004102946,0.0004282333,0.002869184,0.002833755,0.0001719331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006603951,0.001029053,0.007195464,0.0009858392,0.0002012086,0.000005260197,0.008723666,0.0003962513,0.0004395863,0.9339176,0.0002247123,0.04687478],"study_design_scores_gemma":[0.002408667,0.00001339818,0.05177134,0.0235405,0.0002069942,0.00003688976,0.001446548,0.7344919,0.008427606,0.1702542,0.00478903,0.002612832],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03799038,0.001632041,0.9467493,0.005329568,0.0001259235,0.0005729928,0.00005002848,0.0002310426,0.00731876],"genre_scores_gemma":[0.9269071,0.0006989103,0.07070696,0.00001131089,0.0000161663,0.0000995037,0.00002441353,0.0000193714,0.001516264],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8889167,"threshold_uncertainty_score":0.9005889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01898831506008601,"score_gpt":0.278074342634641,"score_spread":0.259086027574555,"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."}}