{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006563609,0.0001136736,0.0000892371,0.0001666008,0.0001665082,0.0001194804,0.001095246,0.00001940168,0.00004106033],"category_scores_gemma":[0.0001382928,0.00006744543,0.00002341144,0.001077239,0.0007502405,0.00111239,0.0004199627,0.00004268653,0.00783445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001111225,"about_ca_system_score_gemma":0.0003068589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001770767,"about_ca_topic_score_gemma":0.000001395802,"domain_scores_codex":[0.9981305,0.00001199888,0.0001311335,0.0005756546,0.0006358179,0.0005148936],"domain_scores_gemma":[0.9990247,0.00006094063,0.00006102309,0.0003975028,0.0002431167,0.0002127457],"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":[0.00002009221,0.0001323107,0.02772593,0.00002204831,0.000006349662,0.00001051112,0.001188699,0.00004004905,0.5348437,0.01358934,0.01465768,0.4077633],"study_design_scores_gemma":[0.002689396,0.0005793064,0.2671104,0.0003906748,0.00001781432,0.0002960105,0.00001285738,0.06565508,0.5698503,0.01506032,0.07646603,0.001871868],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5726768,0.00004752681,0.4193228,0.001237195,0.001194685,0.0003311878,0.000008227754,0.0009149583,0.004266636],"genre_scores_gemma":[0.9533062,0.000001701793,0.04603349,0.0001846487,0.0002218081,0.00001287059,8.989223e-8,0.00001670502,0.0002224607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4058914,"threshold_uncertainty_score":0.992938,"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."}}