{"id":"W7110914026","doi":"10.5281/zenodo.17781137","title":"Canadian PID Strategy: Engagement Toolkit - Strategy Pitch","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"PID controller; Control (management); Term (time); Key (lock); Strategic planning","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":[0.02196416,0.001236921,0.0007359344,0.004119991,0.008559679,0.01262623,0.004056183,0.006554887,0.08726472],"category_scores_gemma":[0.03013685,0.001246562,0.001038278,0.005717959,0.002504439,0.004057661,0.01078919,0.007632134,0.0289597],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1000882,"about_ca_system_score_gemma":0.3638085,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8423387,"about_ca_topic_score_gemma":0.919889,"domain_scores_codex":[0.9812484,0.003299203,0.0006311362,0.0008649181,0.00972787,0.004228401],"domain_scores_gemma":[0.9752685,0.003533205,0.0005416439,0.001047295,0.0116126,0.007996753],"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":[0.00005898841,0.0001202299,0.0007045548,0.000524455,0.00001156331,0.0001737172,0.001759881,0.000637452,0.0004098538,0.04225362,0.8679044,0.08544134],"study_design_scores_gemma":[0.00002425881,0.00001704387,0.0008686168,0.0001715542,0.000004063762,0.00002971821,0.0007688517,0.0002523382,0.0001620851,0.003440038,0.9942235,0.00003784721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004536959,0.002353544,0.03912771,0.1005494,0.002118675,0.01019317,0.02559212,0.007931092,0.8075974],"genre_scores_gemma":[0.06971894,0.00480027,0.16208,0.0404644,0.0003710322,0.01520528,0.03572223,0.003994107,0.6676438],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9873738,"threshold_uncertainty_score":0.7261943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4208644875616572,"score_gpt":0.5415248121384367,"score_spread":0.1206603245767796,"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."}}