{"id":"W6930978000","doi":"10.5281/zenodo.16671149","title":"nipype/pydra: 1.0a2","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Guard (computer science); Task (project management); State (computer science); Value (mathematics)","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":[0.00290302,0.004762998,0.002170057,0.002060838,0.001673044,0.006197318,0.008397438,0.003479799,0.4491724],"category_scores_gemma":[0.01366968,0.005030896,0.004240894,0.001724527,0.001310444,0.01145385,0.009178907,0.007012752,0.5979102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002288305,"about_ca_system_score_gemma":0.002770858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005642251,"about_ca_topic_score_gemma":0.004703133,"domain_scores_codex":[0.9972712,0.0002518849,0.0002482883,0.0006977944,0.001028268,0.0005025622],"domain_scores_gemma":[0.9929482,0.0009543593,0.0002318834,0.003068519,0.002162236,0.000634807],"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":[0.0003233907,0.00005367941,0.0004937797,0.0003399587,0.00003459446,0.00006699855,0.0001088465,0.0002997531,0.002237769,0.002433641,0.9710053,0.02260232],"study_design_scores_gemma":[0.0001932488,0.0000389905,0.000971592,0.0001786407,0.0000356063,0.000223619,0.00006936775,0.002614445,0.012438,0.005128038,0.9779727,0.0001356775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005657565,0.0001992139,0.04173556,0.0004936555,0.000799232,0.0001403445,0.03076387,0.899859,0.02544342],"genre_scores_gemma":[0.006571981,0.0002630022,0.02927918,0.001334566,0.0001796476,0.0004321322,0.06594799,0.8469426,0.04904898],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4491724,"threshold_uncertainty_score":0.7856886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02301139513314772,"score_gpt":0.2498324022022562,"score_spread":0.2268210070691085,"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."}}