{"id":"W4290928373","doi":"10.1016/j.procs.2022.07.002","title":"Preface","year":2022,"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":[0.001100341,0.00009901426,0.00008564824,0.0002273206,0.0008972356,0.0001400385,0.001575127,0.000006720219,0.0001571302],"category_scores_gemma":[0.00004152703,0.0001005876,0.00002559515,0.002545621,0.0003486374,0.0005147773,0.001798747,0.0001796302,0.0009803968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002236906,"about_ca_system_score_gemma":0.0004781683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005595583,"about_ca_topic_score_gemma":7.893112e-7,"domain_scores_codex":[0.9976692,0.00002990258,0.0001275703,0.000573543,0.001132918,0.0004668182],"domain_scores_gemma":[0.9992795,0.00002884398,0.00006819517,0.0003594164,0.0001156434,0.0001484062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001613686,0.001927854,0.07274038,0.0001409953,0.0000402451,0.0001737077,0.03638989,0.1259316,0.2428678,0.06585166,0.1838506,0.2699239],"study_design_scores_gemma":[0.0007025297,0.0004774934,0.03275324,0.000008936444,0.000008566699,0.0003812164,0.00009549003,0.8374892,0.01260359,0.003247197,0.1114848,0.0007477244],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.937371,0.0001429756,0.05022534,0.000693597,0.002706969,0.0006365822,0.00002615397,0.001170652,0.007026734],"genre_scores_gemma":[0.9696789,3.012358e-7,0.02947852,0.0004849461,0.000124407,0.00007183156,0.000001185783,0.00001832371,0.0001416273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7115576,"threshold_uncertainty_score":0.9997975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394729939811635,"score_gpt":0.2420511634432792,"score_spread":0.2281038640451629,"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."}}