{"id":"W6943861136","doi":"10.15497/rda/00091","title":"National PID Strategies Guide and Checklist","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Wood and Agarwood Research","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"PID controller; Government (linguistics); Checklist; Conversation; Value proposition; Control (management)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004455387,0.0002371337,0.0002145659,0.0003241296,0.0009432558,0.001141666,0.0008670351,0.0002216402,0.08689973],"category_scores_gemma":[0.0005764114,0.0002426702,0.00005823929,0.0003305093,0.000277469,0.0001238326,0.001183955,0.0004794841,0.01115926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001359497,"about_ca_system_score_gemma":0.00001968733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009353023,"about_ca_topic_score_gemma":0.000006773226,"domain_scores_codex":[0.9979373,0.00008420091,0.0002387246,0.0005638327,0.0007510873,0.0004248382],"domain_scores_gemma":[0.9989387,0.00003441206,0.0001215649,0.0003736941,0.0003381563,0.0001934914],"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":[0.00001075781,0.00004550604,5.27244e-7,0.0002804776,0.00008623573,0.00002404519,0.0001104068,0.000002794688,0.002877636,0.003856124,0.9766191,0.01608637],"study_design_scores_gemma":[0.0003554327,0.00003345054,0.00001686261,0.0001616522,0.00001085627,0.00005120766,0.0003894728,0.00004506846,0.0002821016,0.0002117049,0.9981897,0.000252469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008062333,0.0002583013,0.00004577398,0.0003393,0.00006384111,0.0001440604,0.0008813136,0.002722775,0.995464],"genre_scores_gemma":[0.005160092,0.0008490942,0.0001002443,0.00004635465,0.001039964,1.189289e-7,0.002938936,0.01631899,0.9735462],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07574046,"threshold_uncertainty_score":0.9998953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03182012972959645,"score_gpt":0.2745899117952124,"score_spread":0.2427697820656159,"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."}}