{"id":"W4244339636","doi":"10.1049/et.2009.0828","title":"Viewpoint","year":2009,"lang":"en","type":"article","venue":"Engineering & Technology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nickel Institute","funders":"","keywords":"Computer science; Business","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":[0.00009056868,0.0001457139,0.0001714743,0.0005606908,0.00002333791,0.000007975421,0.000273778,0.0001814365,0.00005088485],"category_scores_gemma":[0.0001585941,0.000154964,0.00003833953,0.0008121294,0.00002616494,0.00005156562,0.00003666406,0.0003095476,0.002635716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009098036,"about_ca_system_score_gemma":0.000008777407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.796929e-7,"about_ca_topic_score_gemma":4.066924e-7,"domain_scores_codex":[0.9991848,0.000003166521,0.0001516198,0.0002059518,0.00008693205,0.0003674967],"domain_scores_gemma":[0.9994773,0.000009749559,0.00002671175,0.0004209826,0.00002336998,0.00004191527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006825406,0.00008743371,0.0001553711,0.00001137887,0.00003214191,0.0001035459,0.00004338358,0.008171328,0.6464542,0.2693144,0.004313258,0.07130672],"study_design_scores_gemma":[0.0009108871,0.00048051,0.01097698,0.00009771598,0.00003353472,0.0004505049,0.0000285934,0.01606687,0.2503962,0.01350342,0.706101,0.0009538308],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7989326,0.005814617,0.08737203,0.03630304,0.001146247,0.0008617828,0.00001890381,0.04475266,0.0247981],"genre_scores_gemma":[0.9891444,0.000008339789,0.01039702,0.0001425385,0.00004882038,0.00001353667,0.000002074769,0.00004458157,0.000198616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7017878,"threshold_uncertainty_score":0.9981409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003387433390423582,"score_gpt":0.1995583329419591,"score_spread":0.1961708995515355,"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."}}