{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001013617,0.001050977,0.000614323,0.002859809,0.002148548,0.002474825,0.001146996,0.000760246,0.439728],"category_scores_gemma":[0.01196394,0.000263593,0.0005718357,0.001870706,0.0004470509,0.002292211,0.001832941,0.002660099,0.2896129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001371483,"about_ca_system_score_gemma":0.001651962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003466078,"about_ca_topic_score_gemma":0.004192422,"domain_scores_codex":[0.9994499,0.00007495905,0.00003655171,0.0001061673,0.0002860869,0.00004629328],"domain_scores_gemma":[0.9945134,0.0008783285,0.000173775,0.0005143228,0.003298599,0.0006215781],"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":[0.00003153762,0.00002929193,0.00009884172,0.000107801,0.000002011122,0.00004188995,0.00003582754,0.00009463861,0.0001988096,0.003860804,0.9484817,0.04701689],"study_design_scores_gemma":[0.000004685566,0.00001864928,0.0002738483,0.000118155,0.00000239712,0.00005164498,0.00005189474,0.00005538911,0.0001952927,0.004157087,0.9950646,0.000006446747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002179082,0.01363833,0.02378053,0.03250287,0.3322155,0.001026233,0.01787035,0.002730013,0.5740571],"genre_scores_gemma":[0.008188603,0.006640784,0.006308889,0.007205881,0.04404992,0.0005044733,0.01208928,0.001320377,0.9136917],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.560272,"threshold_uncertainty_score":0,"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."}}