{"id":"W6931214709","doi":"10.5281/zenodo.6046291","title":"iver56/audiomentations: v0.3.0","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","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":[0.001524452,0.002311561,0.001184373,0.0015806,0.0006033772,0.002125836,0.003563867,0.0009480842,0.1468137],"category_scores_gemma":[0.005328764,0.001530094,0.001640263,0.001468214,0.0006546711,0.002424708,0.003661092,0.002182077,0.1430574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005817949,"about_ca_system_score_gemma":0.001288748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003611491,"about_ca_topic_score_gemma":0.005999301,"domain_scores_codex":[0.9989613,0.0001328167,0.00009322004,0.0002417259,0.0004179221,0.0001529875],"domain_scores_gemma":[0.9990175,0.0002296761,0.00007284354,0.0003390932,0.0002401427,0.0001007774],"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":[0.0003993172,0.0001091141,0.000740568,0.0007964989,0.000109585,0.000167691,0.0001686408,0.004619013,0.008015716,0.00419618,0.8264357,0.1542419],"study_design_scores_gemma":[0.0004449454,0.0001383535,0.002960762,0.0003077158,0.00008631674,0.0005790149,0.00008997907,0.08677527,0.05477737,0.0269867,0.8265439,0.0003097085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001310742,0.0002634054,0.2131468,0.0001554452,0.0003652026,0.0001765062,0.04418509,0.7300336,0.0103632],"genre_scores_gemma":[0.04177883,0.0006407113,0.3321438,0.001008314,0.0002939512,0.001895632,0.201281,0.3622467,0.05871119],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1468137,"threshold_uncertainty_score":0.4911409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3903166133061465,"score_gpt":0.419535393581097,"score_spread":0.02921878027495051,"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."}}