{"id":"W4385270348","doi":"10.2139/ssrn.4521862","title":"Drl-Based Joint Optimization for 3d-Orientedmulti-Irs Communication Systems","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Satellite Communication Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Joint (building); Computer science; Engineering; Structural engineering","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":[0.001085401,0.001319481,0.001678212,0.0007113347,0.0005751383,0.001543284,0.001082212,0.001449541,0.007233479],"category_scores_gemma":[0.002030507,0.0008944588,0.001091532,0.001172486,0.0006925103,0.001175043,0.002010047,0.001214684,0.00173738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009235849,"about_ca_system_score_gemma":0.001708679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008075682,"about_ca_topic_score_gemma":0.008047054,"domain_scores_codex":[0.9992608,0.0002687216,0.00003037794,0.0001090839,0.0002175076,0.000113478],"domain_scores_gemma":[0.9992645,0.0003685018,0.00006883981,0.00007377029,0.0001759077,0.00004841056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004873131,0.00002570628,0.0001233793,0.00004434431,0.00002382565,0.00002560052,0.0000227843,0.9759403,0.0009421966,0.003348925,0.001034949,0.01841934],"study_design_scores_gemma":[0.000003268998,0.00001050093,0.00002452059,0.000002143148,0.000002445458,0.000005103447,0.000005104205,0.9986945,0.0001558809,0.0008529276,0.0002404753,0.000003214249],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007980455,0.0002617675,0.9841123,0.000197428,0.00006053718,0.00004210511,0.000121731,0.000431153,0.006792421],"genre_scores_gemma":[0.609324,0.0003724223,0.3770265,0.0003117961,0.0001199496,0.0003243088,0.0006541316,0.0006241982,0.01124271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008075682,"threshold_uncertainty_score":0.02419835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04342521395207956,"score_gpt":0.266985709662964,"score_spread":0.2235604957108844,"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."}}