{"id":"W7033220752","doi":"","title":"Parallel architectural skeletons, re-usable building blocks for parallel applications","year":2001,"lang":"en","type":"dissertation","venue":"Library and Archives Canada (Government of Canada)","topic":"Hymenoptera taxonomy and phylogeny","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Abstraction; Parallel processing; Architecture; Software","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001403172,0.0003158378,0.0003733227,0.00001117134,0.0004543381,0.00004533523,0.0003975249,0.00009022626,0.0001474099],"category_scores_gemma":[0.000002902271,0.0001734032,0.00008554636,0.0001078556,0.00003886146,0.0001265236,0.00005411405,0.0002034689,5.08693e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007154777,"about_ca_system_score_gemma":0.0003700139,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003819001,"about_ca_topic_score_gemma":0.1791316,"domain_scores_codex":[0.9979908,0.00004160422,0.0003888135,0.0004245128,0.0007166836,0.0004375628],"domain_scores_gemma":[0.9988802,0.0004648771,0.0002821816,0.000110618,0.000001469311,0.0002606715],"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":[0.003491607,0.0002362373,0.01430512,0.0009904497,0.0005878913,0.00004864007,0.0002276644,0.0007507657,0.1378496,0.1069309,0.007236222,0.7273449],"study_design_scores_gemma":[0.0004327893,0.0002341786,0.02381346,0.0001983093,0.00008888153,0.000008435142,0.002921453,0.000424034,0.02086631,0.009123595,0.9410008,0.0008878034],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5820814,0.00244232,0.0003324433,0.006500565,0.0005404719,0.002835164,0.002714903,0.00006146844,0.4024912],"genre_scores_gemma":[0.9153742,0.0004563405,0.006238658,0.001085652,0.000549887,0.0005117937,0.001221117,0.000009475214,0.07455289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9337645,"threshold_uncertainty_score":0.8358471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006345408971017865,"score_gpt":0.1671670202533532,"score_spread":0.1608216112823353,"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."}}