{"id":"W4244209064","doi":"10.1016/j.procs.2016.09.002","title":"Preface","year":2016,"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":[0.000989972,0.001047416,0.000613994,0.003008908,0.002164446,0.002459357,0.001161871,0.0007387122,0.4544885],"category_scores_gemma":[0.01156688,0.0002658711,0.0005592294,0.001903065,0.0004451565,0.002204197,0.001820057,0.002575431,0.3036213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001368999,"about_ca_system_score_gemma":0.001698084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003701991,"about_ca_topic_score_gemma":0.004599558,"domain_scores_codex":[0.9994643,0.00007096014,0.00003540899,0.0001011267,0.0002837093,0.00004455062],"domain_scores_gemma":[0.9947304,0.000842456,0.0001684651,0.0004965987,0.00316527,0.000596742],"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":[0.00003044445,0.00002760949,0.00009588669,0.0001037388,0.000001892824,0.00003986961,0.00003576193,0.00008592949,0.0001896747,0.003695642,0.9492237,0.04646983],"study_design_scores_gemma":[0.000004429636,0.00001706445,0.0002615319,0.0001149638,0.000002261214,0.00004771305,0.00005035495,0.00004928291,0.0001848914,0.003824681,0.995437,0.000005958403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002052057,0.01356603,0.02178297,0.03044312,0.3080276,0.00101142,0.01865003,0.002705217,0.6017616],"genre_scores_gemma":[0.007288838,0.006268431,0.005525665,0.006622207,0.03764236,0.0004591003,0.01149965,0.001215595,0.9234782],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5455115,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403050880067708,"score_gpt":0.2457628010151697,"score_spread":0.2317322922144926,"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."}}