{"id":"W4235919898","doi":"10.1016/j.procs.2015.08.303","title":"Preface","year":2015,"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":[0.0009881707,0.001050964,0.0006248513,0.003000392,0.002146123,0.002460229,0.001162843,0.0007374493,0.4641898],"category_scores_gemma":[0.01161217,0.0002708092,0.000569037,0.001920775,0.0004439633,0.002225658,0.001816813,0.002604396,0.3085864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346314,"about_ca_system_score_gemma":0.001653116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003566647,"about_ca_topic_score_gemma":0.004504587,"domain_scores_codex":[0.9994661,0.00007021801,0.0000351447,0.0001005844,0.0002837658,0.00004410386],"domain_scores_gemma":[0.9946474,0.0008689482,0.0001671068,0.0005101723,0.003211277,0.0005950879],"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":[0.00003019354,0.00002745037,0.00009263484,0.0001023317,0.000001891743,0.00003865905,0.00003378231,0.00008702106,0.0001928157,0.003685912,0.9496757,0.04603162],"study_design_scores_gemma":[0.00000459067,0.00001729653,0.0002591451,0.0001138817,0.000002330888,0.00004775205,0.00004900306,0.00005266957,0.0001919618,0.003981775,0.9952735,0.000006125982],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002062842,0.01329979,0.0238121,0.03045919,0.3069189,0.001035956,0.01931407,0.002856744,0.6002404],"genre_scores_gemma":[0.007352862,0.006175431,0.005772076,0.006583007,0.03756513,0.000469175,0.01177706,0.001269078,0.9230362],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5358102,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05185282223967664,"score_gpt":0.2858315869520698,"score_spread":0.2339787647123932,"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."}}