{"id":"W2802803714","doi":"","title":"When Machines Design Machines!: ICED11 Futurology Keynote","year":2011,"lang":"en","type":"article","venue":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cochrane","funders":"","keywords":"Computer science; Engineering ethics; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008655354,0.0005432416,0.000968864,0.0005918216,0.0006494175,0.00002352373,0.005233159,0.000813773,0.001693408],"category_scores_gemma":[0.0001192509,0.00064843,0.0006231905,0.001369279,0.001518012,0.0009208258,0.002536704,0.001003342,0.0003167033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002629092,"about_ca_system_score_gemma":0.0003187002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001201241,"about_ca_topic_score_gemma":0.0004510784,"domain_scores_codex":[0.9961518,0.000425637,0.0005914748,0.0012806,0.0007618948,0.0007885832],"domain_scores_gemma":[0.9958844,0.0006075946,0.0006611577,0.001844713,0.0004982498,0.0005039037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.006243005,0.01222021,0.0135991,0.0006313738,0.001550012,0.003377694,0.004161115,0.0008703923,0.06973233,0.6484699,0.1452258,0.0939191],"study_design_scores_gemma":[0.02125796,0.009034858,0.4713758,0.0009353664,0.002471765,0.002240245,0.0019435,0.1067849,0.005489046,0.2022561,0.1669506,0.009260001],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0157153,0.0002900227,0.9553456,0.002318912,0.0001577883,0.0008602738,0.00007561885,0.0005702131,0.02466627],"genre_scores_gemma":[0.5228437,0.0003673046,0.474054,0.0001368834,0.00004757327,8.809532e-7,0.00001784845,0.00003149048,0.002500304],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5071284,"threshold_uncertainty_score":0.9995967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02394983062227794,"score_gpt":0.2075804330920825,"score_spread":0.1836306024698046,"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."}}