{"id":"W3208546560","doi":"10.5281/zenodo.4900421","title":"keonlee9420/DiffSinger: First Release","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001900548,0.000137709,0.0001340194,0.00008912518,0.00157237,0.0004916959,0.0005324319,0.0000276755,0.01811518],"category_scores_gemma":[0.0001552561,0.0001565658,0.00006689232,0.0004122256,0.0001063211,0.0002405364,0.0008419395,0.0002542587,0.003654497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007554869,"about_ca_system_score_gemma":0.00000542913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001480345,"about_ca_topic_score_gemma":1.297687e-7,"domain_scores_codex":[0.9987316,0.000135292,0.0001921321,0.0003885104,0.0002246258,0.0003278536],"domain_scores_gemma":[0.9987528,0.00002151195,0.00008313466,0.0005378012,0.0004592415,0.0001455556],"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":[0.0000557089,0.0006601694,0.0001994141,0.00008065495,0.0001331782,0.00008177758,0.001357527,0.0001343677,0.0172516,0.06123356,0.4709296,0.4478824],"study_design_scores_gemma":[0.0003001705,0.00003563732,0.0002121798,0.00003380085,0.00001205399,0.0000250899,0.0002179253,0.0001969583,0.008745284,0.003241569,0.9867949,0.0001844236],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04261505,0.0002361907,0.2164506,0.004244424,0.0002607875,0.0007237173,0.0005778619,0.004065356,0.730826],"genre_scores_gemma":[0.9872097,0.00002814926,0.006735617,0.000159172,0.0003247446,7.505493e-8,0.001561473,0.001398939,0.002582181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9445946,"threshold_uncertainty_score":0.9997274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083183045015285,"score_gpt":0.2494013796960595,"score_spread":0.2285695492459066,"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."}}