{"id":"W4253683304","doi":"10.1007/s11432-016-0517-9","title":"Preface","year":2016,"lang":"en","type":"article","venue":"Science China Information Sciences","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","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":[0.001429315,0.0009537611,0.000575822,0.003607116,0.002553635,0.003015914,0.001136777,0.0007651052,0.4630057],"category_scores_gemma":[0.01573421,0.0002607454,0.0005124872,0.002305807,0.0004807092,0.002449939,0.001890816,0.002550114,0.3126217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002050265,"about_ca_system_score_gemma":0.002570402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007662339,"about_ca_topic_score_gemma":0.008112245,"domain_scores_codex":[0.999235,0.0001133818,0.00005006674,0.0001277041,0.0004130357,0.00006085181],"domain_scores_gemma":[0.9921594,0.001091032,0.0002370509,0.0006796854,0.005064813,0.0007681467],"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":[0.00002181093,0.00001301181,0.00008288688,0.00007193492,0.000001384156,0.00002431398,0.00003527039,0.00003472639,0.00007939827,0.002611335,0.9712017,0.02582222],"study_design_scores_gemma":[0.000003503915,0.00000761278,0.0002812633,0.0001001876,0.000001726632,0.00002294185,0.00006066467,0.0000263331,0.00009670124,0.002015295,0.9973797,0.000004079001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001595258,0.009645402,0.008264103,0.03787231,0.2945248,0.0008789247,0.024768,0.001989585,0.6204616],"genre_scores_gemma":[0.006039473,0.004473535,0.002874351,0.007137805,0.02990406,0.0003928705,0.01377616,0.001011033,0.9343908],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5369943,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01834998177110224,"score_gpt":0.3007193819241964,"score_spread":0.2823694001530942,"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."}}