{"id":"W7024321843","doi":"","title":"A Review of the Replicability and Implementation of the Efficient Clustering Scheme for MANETs in Remote Canadian Communities","year":2022,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Advanced Operator Algebra Research","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cluster analysis; Mobile ad hoc network; Reliability (semiconductor); Overhead (engineering); Scheme (mathematics); The Internet; Key (lock); Limiting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002430921,0.0005698723,0.000551221,0.002071947,0.001950736,0.002206756,0.001991492,0.0009963006,0.004160053],"category_scores_gemma":[0.007016771,0.0005911055,0.0005066137,0.005464968,0.002221522,0.002246974,0.0007074465,0.001348592,0.001459597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01639636,"about_ca_system_score_gemma":0.01474252,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3935042,"about_ca_topic_score_gemma":0.328532,"domain_scores_codex":[0.998279,0.0002433734,0.00009560536,0.0001934249,0.00102507,0.0001635711],"domain_scores_gemma":[0.9963329,0.001019999,0.0001120653,0.00021533,0.002196205,0.0001234288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007162863,0.00006562927,0.0009913247,0.004899218,0.00004369477,0.0001749935,0.0009025593,0.01529591,0.001692412,0.1758827,0.03933306,0.7606469],"study_design_scores_gemma":[0.000006033958,0.00007358511,0.001665829,0.001618602,0.00003297785,0.0002472388,0.0004289424,0.005492908,0.001291138,0.00980124,0.9792836,0.00005789615],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006226544,0.8043721,0.06907693,0.006823303,0.002707991,0.0002724502,0.0002916802,0.0002400921,0.1099891],"genre_scores_gemma":[0.07266991,0.8509485,0.03826288,0.001013297,0.001122907,0.0001254097,0.0003681896,0.000134296,0.03535467],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6064958,"threshold_uncertainty_score":0.7824275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03809531390953894,"score_gpt":0.3342166847073424,"score_spread":0.2961213707978034,"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."}}