{"id":"W2118877017","doi":"10.1145/1536513.1536566","title":"Mammoth","year":2009,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mammoth; Modular design; Architecture; Computer science; Replication (statistics); Software engineering; Archaeology; Geography; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.0000776344,0.00006117303,0.00006298172,0.00007616357,0.00003148721,0.00007762566,0.001125966,0.00003440166,0.00001197569],"category_scores_gemma":[0.00002322165,0.00005026517,0.00001929264,0.0004317396,0.000009019799,0.0001636171,0.0001767419,0.00005690739,0.0004317758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000015965,"about_ca_system_score_gemma":0.00001010978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003745409,"about_ca_topic_score_gemma":0.000003863013,"domain_scores_codex":[0.9993793,0.000005334565,0.00007126536,0.0002022438,0.0001311536,0.0002107382],"domain_scores_gemma":[0.9993432,0.00001350597,0.00001134855,0.0005635162,0.00002033258,0.0000480975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[4.658152e-7,0.00001456173,0.00008331687,2.369269e-7,0.000001295835,0.00001098261,0.00003706552,0.00004391029,0.0004483903,0.415235,0.07841214,0.5057126],"study_design_scores_gemma":[0.0004029581,0.0007659728,0.05432848,0.00002106806,0.000003342354,0.00006883987,0.00003162053,0.03142045,0.04061162,0.3991918,0.4723038,0.0008500282],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007295022,0.00003017965,0.872295,0.03286494,0.000125076,0.00006587346,1.048579e-7,0.002060499,0.08526333],"genre_scores_gemma":[0.6446579,0.000001913222,0.348819,0.003848516,0.00002160931,0.000001709704,1.013859e-7,0.000001486532,0.00264777],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6373628,"threshold_uncertainty_score":0.5549749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008340718693413083,"score_gpt":0.2318688566381888,"score_spread":0.2235281379447758,"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."}}