{"id":"W7083192523","doi":"10.5281/zenodo.17192494","title":"PyBIDS: Python tools for BIDS datasets","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Ottawa Hospital; Université de Sherbrooke; Université de Montréal; University of Toronto; Montreal Neurological Institute and Hospital; Polytechnique Montréal; Western University; Concordia University; Holland Bloorview Kids Rehabilitation Hospital; McGill University","funders":"","keywords":"Python (programming language); Information system; MIT License; Scripting language; Software","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":[0.00450124,0.002620112,0.001764409,0.002555396,0.001217893,0.004440164,0.004907492,0.001064446,0.1699903],"category_scores_gemma":[0.01377948,0.002141755,0.002571521,0.003149967,0.0009184316,0.004519441,0.005796931,0.003578772,0.1611905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001222129,"about_ca_system_score_gemma":0.002809617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00679339,"about_ca_topic_score_gemma":0.009767503,"domain_scores_codex":[0.9977602,0.0005118569,0.0002223663,0.0004986519,0.0007035396,0.0003033013],"domain_scores_gemma":[0.9968228,0.001035665,0.000211781,0.0009631863,0.000562701,0.0004038894],"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":[0.0002230697,0.00003187009,0.0006371271,0.0003911923,0.00007918646,0.00005156949,0.00008162736,0.001223959,0.0006372214,0.003653055,0.9832554,0.009734751],"study_design_scores_gemma":[0.0006818851,0.00005926577,0.002818285,0.0001960478,0.00007055511,0.0002536964,0.0001314055,0.02871162,0.006527402,0.05292746,0.9074357,0.0001866527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.001608102,0.0003149017,0.06408347,0.0007597078,0.000370509,0.0002917478,0.531692,0.3889687,0.01191094],"genre_scores_gemma":[0.01442059,0.000417835,0.07727215,0.001230238,0.0001602478,0.002343252,0.7252629,0.1690655,0.00982733],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1699903,"threshold_uncertainty_score":0.5686743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08780079473768922,"score_gpt":0.2506006250400141,"score_spread":0.1627998303023249,"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."}}