{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004362812,0.00004782712,0.0001023814,0.002795235,0.0001593016,0.0001751047,0.004580897,0.00004328317,0.00000131179],"category_scores_gemma":[0.000793242,0.00004150698,0.00001589564,0.004410768,0.0007110459,0.0006850189,0.001263352,0.0004319769,0.00001410148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001085502,"about_ca_system_score_gemma":0.0002507665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000071264,"about_ca_topic_score_gemma":0.000004579854,"domain_scores_codex":[0.9983627,0.0001105648,0.0003188129,0.0001572972,0.0008056497,0.0002449967],"domain_scores_gemma":[0.9975869,0.0003006662,0.0001477875,0.0004365002,0.001466401,0.00006174768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000141375,0.00008409357,0.00421877,0.000004934398,0.00001248516,0.0001050516,0.0007287599,0.001371617,0.01094872,0.5232834,0.0004093322,0.4588187],"study_design_scores_gemma":[0.002637406,0.0005301465,0.02219418,0.0008474555,0.000001503771,0.001254583,0.004145619,0.09175637,0.008231,0.7616149,0.1064312,0.0003556421],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8849162,0.001457907,0.01672889,0.08981049,0.001132894,0.0002067531,0.000002369367,0.0002105559,0.005533875],"genre_scores_gemma":[0.9900352,0.0009422568,0.008935058,0.00001933187,0.00001545746,0.000004175113,7.273187e-7,0.000002027195,0.00004579027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4584631,"threshold_uncertainty_score":0.8512523,"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."}}