{"id":"W6893066811","doi":"10.5281/zenodo.14289497","title":"iver56/audiomentations: v0.38.0","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alpha Technologies (Canada)","funders":"","keywords":"Python (programming language); Scripting language; Software; Real world data","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":[0.001229425,0.002539263,0.001299283,0.001709133,0.00067189,0.001993538,0.003535039,0.000915374,0.152141],"category_scores_gemma":[0.004171195,0.001521747,0.001619253,0.001495168,0.0007053844,0.002550615,0.003816605,0.002218302,0.1566526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006362615,"about_ca_system_score_gemma":0.001258822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004151116,"about_ca_topic_score_gemma":0.006970255,"domain_scores_codex":[0.9989681,0.0001141791,0.00007896881,0.0002414799,0.0004398143,0.0001574505],"domain_scores_gemma":[0.9991201,0.0001567369,0.00006192445,0.0003267009,0.0002220474,0.000112555],"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":[0.000366687,0.00009259522,0.0005138977,0.0006088713,0.00008188396,0.0001456666,0.0001324363,0.00403242,0.008647459,0.003396641,0.8535058,0.1284756],"study_design_scores_gemma":[0.0004296937,0.0001310765,0.002303593,0.0002278175,0.00007520904,0.0005439672,0.00008213265,0.08260783,0.06213223,0.02029466,0.8308703,0.0003016072],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.00135639,0.0002468653,0.1909565,0.0001580821,0.0004398177,0.0001668137,0.04617549,0.7474617,0.01303834],"genre_scores_gemma":[0.04253211,0.0005803506,0.282629,0.0008580191,0.0003116184,0.001588729,0.2225495,0.3740736,0.07487699],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.152141,"threshold_uncertainty_score":0.5089625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04006815477952812,"score_gpt":0.2774005624029064,"score_spread":0.2373324076233783,"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."}}