{"id":"W6950262533","doi":"10.5281/zenodo.5295700","title":"PyBIDS: Python tools for BIDS datasets","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Ottawa Hospital; Holland Bloorview Kids Rehabilitation Hospital; University of Toronto; Montreal Neurological Institute and Hospital; Université de Sherbrooke; Concordia University; 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":[0.004202795,0.002747916,0.001814517,0.002663261,0.001391324,0.004327878,0.005613117,0.001049306,0.1826688],"category_scores_gemma":[0.01277373,0.002287229,0.002453601,0.003409229,0.000956667,0.005250297,0.006572796,0.003646657,0.172111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001295493,"about_ca_system_score_gemma":0.002857527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008347533,"about_ca_topic_score_gemma":0.01213985,"domain_scores_codex":[0.9978837,0.0004368009,0.0002215118,0.0004735925,0.0006851074,0.0002992308],"domain_scores_gemma":[0.9970474,0.0009165318,0.0001995199,0.0008828797,0.0005564159,0.0003973194],"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":[0.0001807914,0.0000235855,0.0004871411,0.000379967,0.00006563654,0.00004597148,0.00008120459,0.0008903296,0.0005837874,0.002938724,0.9858873,0.00843554],"study_design_scores_gemma":[0.000571641,0.00004856173,0.002433048,0.0001959264,0.00006449086,0.0002310147,0.0001384863,0.01932815,0.006417587,0.04398992,0.9264023,0.0001789348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.001313761,0.0002770976,0.05549894,0.0006638895,0.0003181479,0.0002651451,0.560358,0.3694288,0.0118762],"genre_scores_gemma":[0.0113489,0.0003869637,0.06513303,0.001105213,0.0001316107,0.002282081,0.74243,0.1679519,0.009230264],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1826688,"threshold_uncertainty_score":0.611088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03982901508004143,"score_gpt":0.2374417067155518,"score_spread":0.1976126916355104,"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."}}