{"id":"W2067749416","doi":"10.1145/2616498.2616565","title":"Once you SCOOP, no need to fork","year":2014,"lang":"en","type":"article","venue":"","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"SCOOP; Computer science; Spawn (biology); Python (programming language); Fork (system call); Programming language; Distributed computing; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.002257843,0.0009422182,0.0008279115,0.0005578519,0.003106932,0.003300478,0.001837619,0.0008563004,0.01567185],"category_scores_gemma":[0.01005616,0.0009559226,0.0009890562,0.0006420843,0.002155551,0.009559715,0.005021841,0.004859427,0.01655799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007439722,"about_ca_system_score_gemma":0.002911521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004346742,"about_ca_topic_score_gemma":0.006138063,"domain_scores_codex":[0.9980327,0.0002126362,0.0001029867,0.0003974525,0.0009015892,0.0003525575],"domain_scores_gemma":[0.9943244,0.0007142103,0.000255114,0.002547869,0.001107034,0.001051412],"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":[0.0005665984,0.0001680773,0.003895591,0.0004755848,0.0001433622,0.0004423517,0.001432779,0.004106771,0.01217248,0.08060107,0.5985844,0.2974109],"study_design_scores_gemma":[0.00007682947,0.00007075818,0.001296324,0.0001812343,0.00004996477,0.0004391233,0.0004778617,0.01268055,0.006365222,0.1306302,0.847587,0.0001448873],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02688317,0.002170644,0.6874145,0.02776714,0.008133354,0.0006129499,0.00299778,0.1067716,0.1372489],"genre_scores_gemma":[0.2205946,0.002334954,0.5543212,0.01806816,0.002669023,0.0008055316,0.005801045,0.0373459,0.1580595],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01567185,"threshold_uncertainty_score":0.05242753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129095686997374,"score_gpt":0.2485475913321227,"score_spread":0.237256634462149,"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."}}