{"id":"W4240878014","doi":"10.1016/j.procs.2018.10.118","title":"Preface","year":2018,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Acadia University","funders":"","keywords":"Computer science","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":[0.0007194167,0.0001152417,0.00008868612,0.0001824405,0.0003457177,0.0002277879,0.001190541,0.00002092211,0.00004976297],"category_scores_gemma":[0.00009641866,0.00009995526,0.00001973849,0.001883165,0.001677851,0.0008552859,0.0004921921,0.00007523887,0.01179132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007543332,"about_ca_system_score_gemma":0.0003417847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004730806,"about_ca_topic_score_gemma":0.000004659544,"domain_scores_codex":[0.9980961,0.00001122129,0.0001298363,0.0005892332,0.0006465268,0.0005270719],"domain_scores_gemma":[0.9988018,0.00002279375,0.00006027269,0.0004133235,0.0004971296,0.0002046875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009992367,0.0006664342,0.06116524,0.0001084588,0.00002849793,0.00002812204,0.02329636,0.0002635615,0.4030592,0.0387362,0.1167853,0.3557627],"study_design_scores_gemma":[0.0007283639,0.0007604663,0.1077333,0.00007451154,0.00001102974,0.0001653195,0.00001934232,0.5849664,0.2482644,0.004726741,0.05163855,0.0009116025],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7984585,0.00003659001,0.1824731,0.0002910629,0.002026997,0.0003498515,0.00000386095,0.0009290922,0.01543095],"genre_scores_gemma":[0.9008297,3.762476e-7,0.09793336,0.0003605324,0.0007579678,0.000007840101,2.611765e-7,0.00001600883,0.00009397635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5847028,"threshold_uncertainty_score":0.9889781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01668297484814625,"score_gpt":0.2736355478952513,"score_spread":0.2569525730471051,"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."}}