{"id":"W4395001298","doi":"10.59490/tb.84","title":"Design Roadmapping","year":2024,"lang":"en","type":"book","venue":"","topic":"Nuclear and radioactivity studies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Technische Universiteit Delft; Université de Recherche Paris Sciences et Lettres; University of Nottingham; Bishop's University","keywords":"Futures studies; Computer science; Systems engineering; Engineering; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004017757,0.0001659204,0.0001863208,0.00007993996,0.00002266975,0.00003188276,0.00006230555,0.0001293596,0.0001823417],"category_scores_gemma":[0.000001697398,0.0001415651,0.00006820747,0.00002553052,0.00001495603,0.00002582283,0.00002731781,0.0002661987,0.002225202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001205922,"about_ca_system_score_gemma":0.00002029817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.997747e-7,"about_ca_topic_score_gemma":0.000001659517,"domain_scores_codex":[0.9995995,0.000003143011,0.00007895729,0.0001158831,0.00007743249,0.0001250656],"domain_scores_gemma":[0.9998165,0.00003788276,0.000004568203,0.0001103446,0.000006014689,0.00002465738],"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":[3.260903e-7,7.724174e-7,2.308628e-8,0.0001742654,0.0002342446,0.00001853057,0.0001007594,0.001227104,0.00003125863,0.001004502,0.9928696,0.004338654],"study_design_scores_gemma":[0.00001977596,0.000006934943,7.071516e-7,0.0001116077,0.00004643973,0.000006701911,0.000007993013,0.005410163,0.00004406832,0.002591567,0.9915419,0.000212112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.050822e-7,0.004585018,0.01192155,0.00003238092,0.0009357281,0.00008774317,0.000002753471,0.00114346,0.9812911],"genre_scores_gemma":[0.000124317,0.0004806593,0.0009741863,0.00002219063,0.0003765511,0.000004665708,0.000002694101,0.00009238995,0.9979224],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01663128,"threshold_uncertainty_score":0.9985517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02095186370576465,"score_gpt":0.2001061682768089,"score_spread":0.1791543045710443,"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."}}