{"id":"W2908483542","doi":"","title":"LABELS 2018 Preface","year":2018,"lang":"en","type":"article","venue":"TU/e Research Portal","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","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":["insufficient_payload"],"category_scores_codex":[0.0003762347,0.00008261965,0.00008074817,0.0001195002,0.0001228351,0.00003103044,0.0001887322,0.00004687439,0.0009331149],"category_scores_gemma":[0.0000316339,0.00007522842,0.00002873758,0.0002644047,0.0001475616,0.00007387357,0.0000538512,0.000254586,0.001642847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001897186,"about_ca_system_score_gemma":0.00004886128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001578441,"about_ca_topic_score_gemma":0.0000207798,"domain_scores_codex":[0.9988338,0.00003820894,0.000115209,0.0001454594,0.0004718168,0.0003955543],"domain_scores_gemma":[0.9994872,0.00008246646,0.000006854311,0.0001858897,0.0001180875,0.0001195696],"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":[0.000059258,0.00009392174,0.001063154,0.0001217308,0.0001995708,0.0002278397,0.001603533,0.006226863,0.02414744,0.01467767,0.892033,0.05954605],"study_design_scores_gemma":[0.001612519,0.001846754,0.05012687,0.0001966544,0.00002726951,0.0002587076,0.0004706483,0.1274619,0.09759872,0.07514914,0.6437464,0.001504458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.487304,0.0006846869,0.02014925,0.0004071507,0.0004956188,0.0004945159,0.00002206236,0.0007037587,0.489739],"genre_scores_gemma":[0.9960353,0.0000164276,0.001116591,0.00002591706,0.0005543088,0.00001847576,0.00001018142,0.00002563862,0.002197107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5087314,"threshold_uncertainty_score":0.9999802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05569313911457788,"score_gpt":0.3445883579098332,"score_spread":0.2888952187952554,"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."}}