{"id":"W2011827162","doi":"10.1145/1865875.1865883","title":"PicOS tuples","year":2010,"lang":"en","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Tuple; Mathematics; Discrete mathematics","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":[0.0001516031,0.00005006346,0.00005245438,0.00003112031,0.00002563996,0.00003194451,0.0005066331,0.00002882291,0.000021701],"category_scores_gemma":[0.0004605256,0.00004046798,0.00001769543,0.0001034191,0.00001832528,0.0002203502,0.0001361737,0.0001236058,0.00006236117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002949145,"about_ca_system_score_gemma":0.000009942704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000191421,"about_ca_topic_score_gemma":0.000003086389,"domain_scores_codex":[0.9996139,0.00001037132,0.00005490579,0.0001343273,0.00006580247,0.0001206348],"domain_scores_gemma":[0.9992627,0.0002900659,0.00001076371,0.0003842253,0.00001887756,0.0000333485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[4.256168e-7,0.00001169989,0.0003237974,0.000003687003,0.000003559757,0.000006964319,0.0001141982,0.002286363,0.05060029,0.7713108,0.0006607304,0.1746775],"study_design_scores_gemma":[0.000414163,0.00009764682,0.02193133,0.000007254009,0.000003236629,0.0001107934,0.00002809385,0.03158966,0.2797287,0.5534543,0.111758,0.0008768482],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006521155,0.000009982421,0.9892219,0.0002494273,0.0007653224,0.00002550909,8.790524e-8,0.001029781,0.002176806],"genre_scores_gemma":[0.09295984,0.000001311777,0.9064251,0.00009519148,0.00003507349,0.000003793039,8.22735e-8,0.000003131017,0.0004764368],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2291284,"threshold_uncertainty_score":0.1650236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01491866658260219,"score_gpt":0.264857371860433,"score_spread":0.2499387052778308,"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."}}