{"id":"W4235919898","doi":"10.1016/j.procs.2015.08.303","title":"Preface","year":2015,"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":[0.001185333,0.0001140014,0.00009815112,0.0001729679,0.0001209404,0.0002307965,0.001108898,0.00002033379,0.000006268755],"category_scores_gemma":[0.0001913209,0.00009879675,0.00001801146,0.001672474,0.0005409222,0.001035341,0.0004887786,0.0000896144,0.00551603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001433871,"about_ca_system_score_gemma":0.0008080531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007120884,"about_ca_topic_score_gemma":0.000002185237,"domain_scores_codex":[0.9979596,0.00001476932,0.0001304076,0.0005089497,0.0009157214,0.0004705157],"domain_scores_gemma":[0.9985995,0.00001991262,0.00005920318,0.0003672341,0.0004936976,0.0004604668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001753762,0.001295082,0.1417069,0.0001534822,0.00003755991,0.0001195961,0.05092944,0.01822441,0.07508773,0.05094292,0.3768503,0.2844771],"study_design_scores_gemma":[0.00150229,0.0004771385,0.03129002,0.00005562661,0.00001195541,0.0002586589,0.00007572222,0.8623007,0.04013658,0.008768979,0.05412921,0.0009931104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7839077,0.0001738563,0.1921398,0.0005816186,0.002621063,0.0005294049,0.000005334077,0.001363793,0.01867743],"genre_scores_gemma":[0.8979733,3.366074e-7,0.1013862,0.0002494061,0.0002639373,0.00001078906,5.002686e-7,0.00001636572,0.00009913144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8440763,"threshold_uncertainty_score":0.9952583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05185282223967664,"score_gpt":0.2858315869520698,"score_spread":0.2339787647123932,"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."}}