{"id":"W148859280","doi":"10.1201/9781584888239-c28","title":"Parallel Computation","year":2009,"lang":"en","type":"book-chapter","venue":"Chapman & Hall/CRC applied algorithms and data structures series","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","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":[0.000246824,0.0007684936,0.0007513281,0.0002624235,0.0004781875,0.0007018673,0.0022633,0.0004960089,0.00003175673],"category_scores_gemma":[0.00001042029,0.000725207,0.00007880982,0.00009018083,0.0002788145,0.0006764912,0.001768474,0.0005603945,0.00001729921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004269185,"about_ca_system_score_gemma":0.0001026317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001750745,"about_ca_topic_score_gemma":0.00001068955,"domain_scores_codex":[0.9967232,0.0000217997,0.000624321,0.001649142,0.0005275587,0.0004540219],"domain_scores_gemma":[0.9972506,0.00005532782,0.0004897321,0.001863405,0.0001266678,0.0002142512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001744318,0.000008911818,4.166796e-7,0.00004434888,0.00005794186,0.00001788493,0.0001831185,0.0006636795,0.000004971938,0.7436214,0.005975299,0.2494046],"study_design_scores_gemma":[0.0005487377,0.0001728515,0.0001231291,0.00009199513,0.00005853825,0.0001737769,0.00001950744,0.04647055,0.00004566008,0.7735747,0.1773998,0.001320871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000003018522,0.001681184,0.8367685,0.0004225385,0.0002938717,0.0005387802,0.0002153767,0.00107018,0.1590065],"genre_scores_gemma":[0.001276716,0.002321893,0.9676887,0.0007743637,0.0006538898,0.000010247,0.002902412,0.00009442915,0.02427734],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2480837,"threshold_uncertainty_score":0.9995199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03064309020315106,"score_gpt":0.26653224731283,"score_spread":0.235889157109679,"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."}}