{"id":"W4234113909","doi":"10.1017/9781108781718","title":"Algorithmic Randomness","year":2020,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Computer science; Randomness; Information retrieval; World Wide Web; Mathematics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002674322,0.0007363953,0.001017149,0.0002779685,0.0003086964,0.0002832091,0.00458727,0.0005422766,0.000003053019],"category_scores_gemma":[0.00004065564,0.0008705995,0.0005496284,0.00008630541,0.000331609,0.0002837178,0.003650893,0.001065461,0.00008731219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007329984,"about_ca_system_score_gemma":0.0009713524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007684948,"about_ca_topic_score_gemma":0.000001073886,"domain_scores_codex":[0.9962504,0.0002885157,0.0003986717,0.001664159,0.0007416544,0.0006566126],"domain_scores_gemma":[0.9966876,0.0003335478,0.0003717055,0.001803424,0.0002965736,0.0005071749],"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":[0.00008266371,0.00004556818,0.000001033976,0.0002332254,0.0002160356,0.001698036,0.0002037346,0.00002978575,0.0000169857,0.7010758,0.2755068,0.02089032],"study_design_scores_gemma":[0.002056109,0.0001053112,0.00001121439,0.00008586889,0.0001195693,0.00006070957,0.000009619148,0.02047648,0.000146705,0.0001037775,0.9758873,0.0009373129],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004850861,0.0001587473,0.2954253,0.0001119683,0.0009663694,0.0007711492,0.0001061557,0.0008275555,0.701628],"genre_scores_gemma":[0.00008551181,0.00003844042,0.009985874,0.0002478372,0.0006339021,0.000003339935,0.00005479535,0.00005744259,0.9888929],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.700972,"threshold_uncertainty_score":0.9993744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01920021400630457,"score_gpt":0.1914993939567687,"score_spread":0.1722991799504642,"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."}}