{"id":"W4385316899","doi":"10.1007/978-981-99-2710-4","title":"Proceedings of the 4th International Conference on Communication, Devices and Computing","year":2023,"lang":"en","type":"book","venue":"Lecture notes in electrical engineering","topic":"Robotics and Automated Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Haldia Institute of Technology","keywords":"Computer science; Library science; Telecommunications; Data 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":[0.0007413981,0.0009334423,0.001246354,0.0006993635,0.0006094702,0.003244332,0.0009405043,0.00102619,0.1043853],"category_scores_gemma":[0.0007059022,0.0002370926,0.0005990455,0.0009906777,0.0004777313,0.001447995,0.001087939,0.001620052,0.07275462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005372218,"about_ca_system_score_gemma":0.001363052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002816038,"about_ca_topic_score_gemma":0.005747205,"domain_scores_codex":[0.9995388,0.00006912847,0.00002043447,0.00007995996,0.0002115676,0.00008013631],"domain_scores_gemma":[0.9993206,0.000089561,0.0000192743,0.00009440124,0.0002889956,0.0001871467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002567214,0.0001963285,0.0004303623,0.000289167,0.00004421972,0.0001363685,0.0000997216,0.0007035924,0.007909865,0.00791745,0.7024179,0.2795983],"study_design_scores_gemma":[0.0000128703,0.00007332495,0.0008000711,0.0001091187,0.00003424161,0.0001881043,0.00008147911,0.002573387,0.002265976,0.002372619,0.9914738,0.0000151846],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01472601,0.063744,0.1263872,0.0067629,0.08221477,0.0004243125,0.002174442,0.004136196,0.6994302],"genre_scores_gemma":[0.01870175,0.01692945,0.01958228,0.0009467602,0.003560669,0.0001327721,0.003602289,0.0006366005,0.9359074],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1043853,"threshold_uncertainty_score":0.3492036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01068524574883317,"score_gpt":0.2163513361821306,"score_spread":0.2056660904332974,"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."}}