{"id":"W4206067379","doi":"10.36227/techrxiv.17000266.v1","title":"Underwater Ad-Hoc Networks: A Review","year":2021,"lang":"en","type":"review","venue":"","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Norges Forskningsråd; Federation for the Humanities and Social Sciences","keywords":"Underwater acoustic communication; Underwater; Computer science; Computer network; Network packet; Wireless ad hoc network; Routing protocol; Interoperability; Telecommunications; Wireless","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0005761895,0.001043169,0.001185311,0.002140017,0.0003803765,0.001271781,0.001261948,0.001114614,0.005912302],"category_scores_gemma":[0.001099561,0.0004362982,0.0004885661,0.003631981,0.0004556793,0.002402261,0.0006930293,0.001520522,0.004672521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000536452,"about_ca_system_score_gemma":0.001346817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001325662,"about_ca_topic_score_gemma":0.001535322,"domain_scores_codex":[0.9996008,0.00005839528,0.00005850414,0.00006292424,0.0001833336,0.00003595129],"domain_scores_gemma":[0.9991633,0.0004077413,0.00008603554,0.00002475976,0.000274367,0.0000439845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003448271,0.00007078661,0.0002164354,0.01563442,0.0000480922,0.0001513287,0.00006821194,0.0009452267,0.0009546774,0.003562591,0.04605766,0.9322562],"study_design_scores_gemma":[0.000005864977,0.00007138507,0.0004198555,0.00368596,0.00006585295,0.0006945259,0.00007016336,0.000267819,0.0002824778,0.001962777,0.9924514,0.00002186589],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002126708,0.9944345,0.000713334,0.0003231803,0.0007285751,0.00002260783,0.0000363686,0.0000237105,0.003505015],"genre_scores_gemma":[0.0009610101,0.9962646,0.0006816034,0.0001775149,0.0004912412,0.00001733455,0.00006750584,0.000004793648,0.001334358],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005912302,"threshold_uncertainty_score":0.01977861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05871407235320797,"score_gpt":0.301358904510634,"score_spread":0.242644832157426,"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."}}