{"id":"W6930944441","doi":"10.5281/zenodo.12791437","title":"pysal/pysal: v24.07rc3","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Xenotransplantation and immune response","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Graph; Directed graph; Computation; Graph theory; Preprocessor; Graph database; Dependency graph; Connected component","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":[0.005134233,0.005160877,0.00215448,0.002377945,0.001927657,0.00681877,0.008470872,0.002918904,0.2828171],"category_scores_gemma":[0.03043696,0.004814557,0.004797154,0.002874505,0.002033184,0.01073824,0.01028565,0.008071404,0.3745843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002994718,"about_ca_system_score_gemma":0.003681596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01066022,"about_ca_topic_score_gemma":0.00673467,"domain_scores_codex":[0.9942209,0.0008362479,0.000403778,0.001521568,0.002355764,0.0006618568],"domain_scores_gemma":[0.9875766,0.002155229,0.0003316714,0.005630101,0.003720166,0.0005862376],"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":[0.0003413582,0.00003855251,0.0004807582,0.0004497593,0.00006194467,0.00007432857,0.0002049735,0.000618701,0.001436139,0.004068446,0.9616614,0.03056354],"study_design_scores_gemma":[0.0001745033,0.0000523248,0.0006075113,0.0001574551,0.0000518977,0.0001239276,0.00009283752,0.002975414,0.00536793,0.006419978,0.9838392,0.0001370061],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005429941,0.000172151,0.03456177,0.0004365831,0.0005992742,0.0001015463,0.01554375,0.9342273,0.01381463],"genre_scores_gemma":[0.007197496,0.000207651,0.02264227,0.0008809571,0.0001223572,0.0002958714,0.05750287,0.8834282,0.02772238],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.7171829,"threshold_uncertainty_score":0.9461175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03387877568429611,"score_gpt":0.281421007010456,"score_spread":0.2475422313261599,"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."}}