{"id":"W6968041886","doi":"10.5281/zenodo.14340259","title":"Checklist: Pathways to National PID Strategies","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"PID controller; Checklist; Government (linguistics); Conversation; Identifier; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.07162477,0.001916438,0.001090301,0.008304909,0.007707527,0.01140203,0.006577332,0.008147589,0.0418855],"category_scores_gemma":[0.1336157,0.00185934,0.001921779,0.00555873,0.004042139,0.01215522,0.01276665,0.007873517,0.02323497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01669823,"about_ca_system_score_gemma":0.09914853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0211136,"about_ca_topic_score_gemma":0.03459754,"domain_scores_codex":[0.938479,0.03478733,0.01134435,0.001997923,0.01044606,0.002945315],"domain_scores_gemma":[0.8810431,0.03377049,0.005592933,0.007187195,0.0648917,0.007514595],"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":[0.0001434491,0.0004460132,0.002249473,0.005318534,0.00002181526,0.0006994942,0.02463495,0.001037932,0.001466735,0.08915951,0.5721618,0.3026603],"study_design_scores_gemma":[0.00005182431,0.0001181275,0.001480827,0.002768571,0.00001422639,0.0003345195,0.01222544,0.0003277838,0.0006073396,0.01231413,0.9696861,0.00007120442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01982043,0.003765899,0.2754871,0.1037432,0.00676146,0.1124227,0.02214302,0.008873207,0.4469831],"genre_scores_gemma":[0.02808901,0.002495225,0.7673466,0.01062386,0.0001900074,0.07017618,0.01548858,0.00119926,0.1043913],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.988598,"threshold_uncertainty_score":0.3787925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.046293058068048,"score_gpt":0.2649525769039863,"score_spread":0.2186595188359383,"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."}}