{"id":"W7092826649","doi":"10.5281/zenodo.17401772","title":"netket/netket: NetKet 3.20.2","year":2025,"lang":"","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"Identification (biology); Term (time); Context (archaeology)","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":[0.002715307,0.004244283,0.001891681,0.002738353,0.001251116,0.005572181,0.006374691,0.003121058,0.4673334],"category_scores_gemma":[0.01371431,0.003078172,0.002691567,0.001750396,0.000885294,0.009323568,0.006064074,0.005314065,0.4966185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002064616,"about_ca_system_score_gemma":0.00191083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004388795,"about_ca_topic_score_gemma":0.004432854,"domain_scores_codex":[0.9973618,0.0002743073,0.0001696042,0.0006004779,0.001112949,0.00048069],"domain_scores_gemma":[0.9957328,0.001024153,0.0002164416,0.001317826,0.001376043,0.0003327333],"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":[0.000434694,0.00005720659,0.0004711211,0.0004336344,0.00003905056,0.00006894407,0.00005092851,0.0003582476,0.001002537,0.003141664,0.9643204,0.02962155],"study_design_scores_gemma":[0.0002611807,0.00005657497,0.001042959,0.0002357158,0.00005320051,0.0002366438,0.00006184364,0.004223957,0.01198195,0.01150164,0.9701595,0.0001848162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005443796,0.0002262994,0.02837976,0.0004482806,0.0007303287,0.0001053795,0.0298094,0.9141704,0.02558567],"genre_scores_gemma":[0.009085231,0.0002672506,0.02269865,0.001201567,0.0001990517,0.0003516191,0.07561865,0.8407219,0.0498561],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4673334,"threshold_uncertainty_score":0.7597842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09094063616912579,"score_gpt":0.3210868790857435,"score_spread":0.2301462429166177,"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."}}