{"id":"W4412819565","doi":"10.1007/978-3-031-89033-8_13","title":"MPI Basics","year":2025,"lang":"en","type":"book-chapter","venue":"CMS/CAIMS books in mathematics","topic":"Mobile Agent-Based Network Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008092788,0.002469324,0.00215347,0.002767154,0.002033972,0.004061976,0.004862749,0.001616163,0.345143],"category_scores_gemma":[0.00327496,0.001717529,0.001944942,0.002931203,0.0007325778,0.004287402,0.003558429,0.004191966,0.354683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00085796,"about_ca_system_score_gemma":0.001183206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002453886,"about_ca_topic_score_gemma":0.002645161,"domain_scores_codex":[0.9989263,0.00012026,0.00007430316,0.000198525,0.0005061305,0.0001744912],"domain_scores_gemma":[0.9988674,0.0001880038,0.00004950427,0.0004582446,0.0002956347,0.0001412136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001418294,0.00008992478,0.0002911089,0.0006242439,0.00005367033,0.00009684799,0.0001590367,0.001522934,0.003185384,0.07134061,0.7791655,0.143329],"study_design_scores_gemma":[0.00007462354,0.00001688118,0.0002329246,0.00007879388,0.0000287992,0.0001116324,0.00002801782,0.00552661,0.00395892,0.04122991,0.9486665,0.00004642473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001845622,0.001711832,0.2321925,0.001367151,0.001841282,0.0003475758,0.03011423,0.2962128,0.434367],"genre_scores_gemma":[0.04162499,0.003373716,0.2568116,0.002599572,0.001450874,0.0022151,0.1103557,0.1412797,0.4402888],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.345143,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02009291903633618,"score_gpt":0.2319925784996628,"score_spread":0.2118996594633266,"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."}}