{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001132873,0.0001035923,0.0001023388,0.0002709709,0.001439557,0.001138336,0.001534566,0.00004718205,0.0008314397],"category_scores_gemma":[0.0004533946,0.00009920817,0.00004272167,0.00145218,0.00005681071,0.0006159148,0.001409991,0.0001369491,0.02929712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001250429,"about_ca_system_score_gemma":0.00001545292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000660365,"about_ca_topic_score_gemma":1.481199e-7,"domain_scores_codex":[0.9983354,0.000139946,0.0002090955,0.0004116828,0.0005726507,0.00033128],"domain_scores_gemma":[0.9986506,0.0000288258,0.00004990455,0.0004593037,0.0006571363,0.0001542035],"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":[0.00002574591,0.0001304137,0.00002294413,0.0001474309,0.00003662456,0.00003104721,0.007188567,0.001950939,0.006301841,0.1278259,0.7241364,0.1322022],"study_design_scores_gemma":[0.0002130546,0.0001529049,0.004191025,0.00002179724,0.000001459118,0.00005282745,0.0003914599,0.004442891,0.0004432897,0.002449378,0.9874601,0.0001797884],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1972254,0.00007386977,0.2780065,0.008295882,0.001409328,0.001733477,0.000312721,0.01659931,0.4963435],"genre_scores_gemma":[0.9972302,0.00001776123,0.001033508,0.0002448027,0.0001755147,1.293981e-7,0.0002865953,0.0003446952,0.0006668215],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8000048,"threshold_uncertainty_score":0.9998986,"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."}}