{"id":"W6930608627","doi":"10.5281/zenodo.15519615","title":"rism-digital/verovio: Version 5.3.1","year":2025,"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":"McGill University","funders":"","keywords":"","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":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002833928,0.0002502676,0.000392828,0.001838971,0.001207802,0.002552134,0.003350238,0.000240392,0.134523],"category_scores_gemma":[0.0842555,0.0002187085,0.0001461646,0.0028343,0.0001883162,0.0002017271,0.002835145,0.0004275896,0.04510544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001130224,"about_ca_system_score_gemma":0.000010048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003837203,"about_ca_topic_score_gemma":2.029716e-7,"domain_scores_codex":[0.9961122,0.0007018157,0.0004978963,0.0009346341,0.001317855,0.0004356591],"domain_scores_gemma":[0.9956599,0.001695118,0.0004525792,0.001309572,0.0006792358,0.0002036125],"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":[0.00001262139,0.00003200573,0.000006001253,0.00001592867,0.00002294016,0.000007583099,0.00003399204,0.000003906433,0.00001416197,0.0006315561,0.7075546,0.2916646],"study_design_scores_gemma":[0.0003024824,0.00009821596,0.0001966243,0.00008827781,0.00001197307,0.00002041711,0.0002201988,0.00008077567,0.000009802513,0.001857367,0.9968985,0.0002153294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003578697,0.000357056,0.01854511,0.0003872911,0.000624712,0.0003286654,0.000780903,0.001391921,0.9775485],"genre_scores_gemma":[0.002877743,0.0002332884,0.001827838,0.0002041511,0.0003739726,2.263211e-8,0.0009893271,0.004075532,0.9894181],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2914493,"threshold_uncertainty_score":0.9984833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2490806850199866,"score_gpt":0.384735956271011,"score_spread":0.1356552712510244,"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."}}