{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001691391,0.0001725709,0.0003787965,0.00003396048,0.00002581689,0.00002247638,0.000232719,0.00006293603,0.0002191278],"category_scores_gemma":[0.00005039493,0.0001164979,0.00003030498,0.000135638,0.00005364992,0.0001761827,0.0001779513,0.00007423561,0.00003844616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001401049,"about_ca_system_score_gemma":0.000115393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001288148,"about_ca_topic_score_gemma":0.0001552104,"domain_scores_codex":[0.9990942,0.00002858973,0.0001725293,0.0004316636,0.000142341,0.0001306122],"domain_scores_gemma":[0.9991555,0.00001706399,0.0001239312,0.0006157566,0.00003043316,0.00005728079],"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":[0.000002274993,0.00003694988,0.00001263092,0.02766381,0.00002505771,0.0000130034,0.00002838183,3.21433e-7,0.000001157407,0.5102848,0.4356176,0.02631405],"study_design_scores_gemma":[0.0002577497,0.00000924291,0.000001970864,0.004980428,0.000005796237,0.00001671218,7.595137e-7,0.000004742732,0.000006153532,0.00138502,0.9931651,0.0001663201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[4.280403e-8,0.06175575,0.63178,0.0002562013,0.00009498696,0.0006759033,0.00001142889,0.0002797003,0.305146],"genre_scores_gemma":[0.000002406668,0.02745284,0.3943565,0.000783749,0.0001185427,0.0001692842,0.00001824332,0.0001029689,0.5769954],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5575475,"threshold_uncertainty_score":0.4750648,"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."}}