{"id":"W4255590141","doi":"10.1016/j.procs.2021.07.002","title":"Preface","year":2021,"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":[0.0004853367,0.0001067283,0.0001021826,0.0001038715,0.0002170175,0.0002964381,0.0007275442,0.00002020157,0.00005227772],"category_scores_gemma":[0.0001624138,0.0001018128,0.00002884057,0.002334783,0.0003968888,0.0007162188,0.0005948747,0.0001012061,0.003043089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008009402,"about_ca_system_score_gemma":0.0009081935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001830073,"about_ca_topic_score_gemma":0.00000351729,"domain_scores_codex":[0.998067,0.00001775098,0.000132576,0.0006454655,0.0006789852,0.0004581836],"domain_scores_gemma":[0.9987662,0.00003474158,0.00004717665,0.0004289621,0.0005249999,0.0001979596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002300338,0.0007768863,0.04252418,0.0001724083,0.00002855459,0.0003566239,0.008187651,0.00321712,0.6654084,0.03812557,0.03759038,0.2035892],"study_design_scores_gemma":[0.0007463597,0.0001106743,0.08506708,0.00008926258,0.00001407172,0.0006335891,0.0000431605,0.3342107,0.5351285,0.004226183,0.03888024,0.0008502199],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7858524,0.0003970972,0.1947023,0.0009865754,0.002283703,0.0002934136,0.000008924529,0.0009920675,0.01448345],"genre_scores_gemma":[0.8601239,0.000002412152,0.1389049,0.0004829137,0.0002282715,0.000008974331,0.000001264799,0.00001716002,0.0002302492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3309935,"threshold_uncertainty_score":0.9977332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567738644567087,"score_gpt":0.2579253725587111,"score_spread":0.2422479861130402,"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."}}