{"id":"W4402642321","doi":"10.1016/j.rineng.2024.102941","title":"Performance investigation of UOWC system based on OAM beams for various Jerlov water types","year":2024,"lang":"en","type":"article","venue":"Results in Engineering","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optiwave Systems (Canada)","funders":"Deanship of Scientific Research, King Khalid University","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":[0.0002076392,0.0002610768,0.0002161175,0.00032886,0.0004551029,0.0003397208,0.0002242155,0.0002542063,0.0009019253],"category_scores_gemma":[0.0004339102,0.00009599415,0.0001285942,0.000475646,0.000323071,0.0004126125,0.0003633479,0.0001694284,0.0001823739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005817123,"about_ca_system_score_gemma":0.0004870277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008009379,"about_ca_topic_score_gemma":0.008047777,"domain_scores_codex":[0.9997745,0.00002205944,0.000009116492,0.00003835991,0.00009888949,0.00005709426],"domain_scores_gemma":[0.9996835,0.00007008234,0.00005022507,0.0000212417,0.000151561,0.00002349381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000579229,0.00005305722,0.01761916,0.0002125613,0.00004537744,0.0003480754,0.0005381343,0.01743746,0.9163867,0.001282203,0.0008244962,0.04467366],"study_design_scores_gemma":[0.00002983025,0.0008766808,0.01860237,0.00002643988,0.00006482429,0.0002655951,0.0007128717,0.2080851,0.7666149,0.0002260856,0.004421587,0.00007377687],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907734,0.0002494586,0.006947337,0.00004893955,0.00001049321,0.00001174894,0.00005549403,0.0001481041,0.001755008],"genre_scores_gemma":[0.996479,0.0001341387,0.002629145,0.00001515734,0.000002685033,0.00001096172,0.00005483736,0.000009853489,0.0006643075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008009379,"threshold_uncertainty_score":0.01592553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0111316260799213,"score_gpt":0.1942345707395569,"score_spread":0.1831029446596356,"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."}}