{"id":"W4396782687","doi":"10.1007/978-3-031-57296-8_6","title":"Summary and Future Directions","year":2024,"lang":"en","type":"book-chapter","venue":"Wireless networks","topic":"Mobile Ad Hoc Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of Windsor","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":[0.0001847891,0.0005772349,0.0005419816,0.0001700033,0.0002110037,0.0004518172,0.0008557366,0.0009079532,0.00009266693],"category_scores_gemma":[9.324231e-7,0.000556514,0.0002097388,0.0001629347,0.0001379515,0.0002338435,0.0008838351,0.001541165,0.0001369882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009157113,"about_ca_system_score_gemma":0.000066749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008233287,"about_ca_topic_score_gemma":0.00007030657,"domain_scores_codex":[0.9976376,0.00002281318,0.0004000212,0.001120746,0.0003275862,0.0004911947],"domain_scores_gemma":[0.9982544,0.000141889,0.0001572238,0.001133322,0.00007015539,0.0002430553],"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":[0.000002432388,0.000004922541,0.000001575781,0.00003163332,0.00008307846,0.0001175439,0.00004875019,0.0001922922,1.525313e-7,0.6231943,0.03839592,0.3379275],"study_design_scores_gemma":[0.00008291638,0.00003159834,0.000009188411,0.0003604877,0.00005567639,0.00008338453,0.000002180356,0.142917,2.563018e-7,0.02232641,0.8336371,0.0004938445],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002842459,0.104351,0.04939392,0.001272236,0.008630077,0.0004785756,0.00001542576,0.001150488,0.8347055],"genre_scores_gemma":[0.001059335,0.06576016,0.001433323,0.0006750682,0.01370126,0.00008696152,0.00007092632,0.0002203486,0.9169926],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7952412,"threshold_uncertainty_score":0.9996886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007939568074419494,"score_gpt":0.2077308605039854,"score_spread":0.1997912924295659,"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."}}