{"id":"W6911872675","doi":"10.5281/zenodo.15054147","title":"nipy/nipype: 1.8.6","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; McGill University; Montreal Neurological Institute and Hospital; Concordia University; Western University; Holland Bloorview Kids Rehabilitation Hospital; Centre for Addiction and Mental Health","funders":"","keywords":"Compatibility (geochemistry); Workflow; Debugging; Class (philosophy)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003296562,0.004030228,0.001932598,0.002440309,0.001408758,0.005320254,0.006375404,0.003226127,0.5019363],"category_scores_gemma":[0.01630873,0.004107615,0.002334633,0.001523959,0.001038943,0.01071976,0.006999313,0.005986519,0.6246352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002294511,"about_ca_system_score_gemma":0.002356211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005289474,"about_ca_topic_score_gemma":0.003224436,"domain_scores_codex":[0.9974795,0.0002202267,0.0001819077,0.0004828268,0.001189489,0.0004461116],"domain_scores_gemma":[0.9938102,0.0007572754,0.0003255083,0.001986254,0.002519784,0.0006009301],"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":[0.0001982471,0.00002933175,0.0003828127,0.0002441271,0.00001564358,0.00006561325,0.0000836677,0.0001233315,0.001396294,0.001394094,0.9741448,0.02192215],"study_design_scores_gemma":[0.0001164211,0.0000438403,0.001142698,0.0002249184,0.00002661895,0.0002885144,0.00005070425,0.0008590529,0.008378323,0.002169549,0.9865754,0.0001239407],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0007478617,0.0003488981,0.02787204,0.0006952004,0.0008976088,0.0002155106,0.02509136,0.9020833,0.0420482],"genre_scores_gemma":[0.00666244,0.0004460129,0.01983888,0.001302116,0.0002612036,0.0004893745,0.05465149,0.8145267,0.1018219],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5019363,"threshold_uncertainty_score":0.7104274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02791934931136647,"score_gpt":0.2538560825255814,"score_spread":0.2259367332142149,"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."}}