{"id":"W4233934817","doi":"10.1016/j.procs.2013.09.038","title":"Preface","year":2013,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","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":[0.0009756632,0.001055657,0.0006284303,0.002967106,0.002192816,0.002454808,0.001178825,0.0007376088,0.4539881],"category_scores_gemma":[0.01116465,0.0002696658,0.0005782953,0.001910414,0.0004500248,0.002239377,0.001819889,0.002605406,0.2971893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346351,"about_ca_system_score_gemma":0.001644021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003603159,"about_ca_topic_score_gemma":0.004431547,"domain_scores_codex":[0.9994661,0.00007011482,0.00003469923,0.0001006707,0.000284278,0.00004413323],"domain_scores_gemma":[0.9948369,0.0008173484,0.0001593277,0.0005067717,0.003114224,0.0005654547],"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":[0.0000321233,0.00002884239,0.00009826881,0.0001059619,0.000002033639,0.00004218045,0.00003646009,0.0000919202,0.000213773,0.004082959,0.9468048,0.04846057],"study_design_scores_gemma":[0.000004463496,0.00001757065,0.0002591868,0.0001091099,0.000002368511,0.00004955365,0.0000496243,0.0000531952,0.0002034427,0.004025127,0.9952202,0.00000616933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002106874,0.01309516,0.02431293,0.02928406,0.3038323,0.001020672,0.01838541,0.002797458,0.6051651],"genre_scores_gemma":[0.007486601,0.006102934,0.005826413,0.006157062,0.03625217,0.0004520577,0.01120965,0.001232646,0.9252804],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5460119,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108126264875339,"score_gpt":0.2298942115467274,"score_spread":0.2190815850591935,"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."}}