{"id":"W1607663644","doi":"10.1002/0471643505.ch2","title":"Probability and Random Processess Review","year":2004,"lang":"en","type":"other","venue":"","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Random variable; Joint probability distribution; Algebra of random variables; Sum of normally distributed random variables; Probability-generating function; Random function; Probability theory; Random element; Mathematics; Probability density function; Random variate; Moment-generating function; Marginal distribution; Probability mass function; Multivariate random variable; Probability distribution; Conditional probability; Independence (probability theory); Markov chain; Convergence of random variables; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001971563,0.00137812,0.001741644,0.003720355,0.001067657,0.004064974,0.001606977,0.002342116,0.01950028],"category_scores_gemma":[0.006121658,0.0006110534,0.0009930619,0.005058198,0.002954189,0.006105242,0.001391722,0.00472493,0.01346283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003126682,"about_ca_system_score_gemma":0.002860477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003149724,"about_ca_topic_score_gemma":0.002195888,"domain_scores_codex":[0.9978635,0.0006132623,0.0001704895,0.0003815471,0.0008677565,0.0001034862],"domain_scores_gemma":[0.9961944,0.002382424,0.000159523,0.0003153823,0.0008409165,0.0001074512],"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":[0.00001504837,0.00004738716,0.000304395,0.002160215,0.0000435342,0.0002489214,0.0002990055,0.001985365,0.0004323578,0.6191614,0.2105689,0.1647335],"study_design_scores_gemma":[0.000002461994,0.00001747663,0.0003616745,0.0005901253,0.00000895138,0.000497975,0.00007239187,0.0005231597,0.00008275118,0.1258242,0.8720028,0.00001607404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008593647,0.8164366,0.03914129,0.01467012,0.008968281,0.00008932515,0.0005786264,0.0002194417,0.1190369],"genre_scores_gemma":[0.02127665,0.8587883,0.0206633,0.007947796,0.01645271,0.0002078296,0.0008683575,0.0002779437,0.07351714],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01950028,"threshold_uncertainty_score":0.06523496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050735325975299,"score_gpt":0.2617336500231508,"score_spread":0.2412262967633978,"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."}}