{"id":"W6930721967","doi":"10.5281/zenodo.14788434","title":"Understanding the Popularity of Packages in Maven Ecosystem","year":2025,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cytokine Signaling Pathways and Interactions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Python (programming language); Popularity; Scripting language; Cluster analysis; Hierarchical clustering; Logistic regression","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006494705,0.0001439238,0.0002901599,0.000420341,0.0006463397,0.0001768211,0.0005579158,0.0001177674,0.004995288],"category_scores_gemma":[0.0007970749,0.0001172099,0.00009621516,0.0005403782,0.00007489909,0.00005898933,0.000625544,0.0006328642,0.0002263032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003989389,"about_ca_system_score_gemma":0.00001381132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001088505,"about_ca_topic_score_gemma":0.00001133889,"domain_scores_codex":[0.998524,0.0002942493,0.0003737162,0.0002826863,0.0003127886,0.0002125904],"domain_scores_gemma":[0.99883,0.00005484847,0.0001743488,0.0006249633,0.0002496027,0.00006629554],"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":[0.00006260846,0.0001267561,0.000002147461,0.000488684,0.00006911893,0.00002208682,0.0001145039,0.00001425695,0.0003865817,0.0006466633,0.9975768,0.0004897487],"study_design_scores_gemma":[0.0004067319,0.0001711551,0.00007106454,0.0006515885,0.0000695693,0.0000906255,0.0004625761,0.00006490951,0.0001465557,0.00007208736,0.9977002,0.00009293087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003711208,0.00008812821,0.0005876054,0.0009662996,0.0002115863,0.0006909128,0.9814018,0.0001215073,0.01556102],"genre_scores_gemma":[0.05318049,0.0001764376,0.00001565487,0.00009796759,0.0001203958,5.335198e-8,0.9458263,0.0002639271,0.0003187765],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05280937,"threshold_uncertainty_score":0.9959143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1108644097451607,"score_gpt":0.3021788211530214,"score_spread":0.1913144114078607,"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."}}