{"id":"W4385788249","doi":"10.48175/ijarsct-12453","title":"MELODYSTREAM","year":2023,"lang":"en","type":"article","venue":"International Journal of Advanced Research in Science Communication and Technology","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministère de l'Énergie et des Ressources Naturelles","keywords":"Upload; Computer science; Key (lock); World Wide Web; Authentication (law); Multimedia; Node (physics); Architecture; Computer security","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":[0.0011487,0.000980465,0.0007119876,0.0007756748,0.0006642447,0.002008823,0.002098304,0.000769869,0.08045454],"category_scores_gemma":[0.003039676,0.0006203008,0.0004697149,0.0005278936,0.000357217,0.003194429,0.003053508,0.001288746,0.03975915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005081098,"about_ca_system_score_gemma":0.001035958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001983849,"about_ca_topic_score_gemma":0.002169295,"domain_scores_codex":[0.9993331,0.00007405421,0.0000510094,0.0001266928,0.000306584,0.0001084866],"domain_scores_gemma":[0.9989952,0.0001887101,0.00004159672,0.0002798621,0.0003061038,0.0001886121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004033462,0.0004212695,0.003392175,0.001292872,0.00008906482,0.0007257383,0.0007392703,0.0009509639,0.04178717,0.01493743,0.7445856,0.187045],"study_design_scores_gemma":[0.0005735859,0.0003763033,0.004135576,0.0001906687,0.0000689477,0.0009181426,0.0002358003,0.02187075,0.03016485,0.008178245,0.9331205,0.0001665721],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.03587492,0.001581709,0.09753519,0.0008269228,0.001026751,0.00153717,0.02938812,0.6072155,0.2250138],"genre_scores_gemma":[0.3023397,0.001870159,0.1122883,0.002923192,0.0005337251,0.00161004,0.1432324,0.08781169,0.3473909],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08045454,"threshold_uncertainty_score":0.2691472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06241575560476157,"score_gpt":0.4338918350021957,"score_spread":0.3714760793974342,"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."}}