{"id":"W7110870494","doi":"10.5281/zenodo.17791627","title":"Canadian PID Strategy: Vision, Mission, and Principles","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"PID controller; Control theory (sociology); Control (management); Control system; Work (physics)","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.009911241,0.001038802,0.0006269884,0.004483683,0.01421963,0.01279979,0.003716447,0.006423073,0.0133093],"category_scores_gemma":[0.01468599,0.0007985267,0.0009734468,0.006319857,0.004617979,0.003561563,0.00520081,0.006844313,0.003770816],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.175461,"about_ca_system_score_gemma":0.6728196,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9869496,"about_ca_topic_score_gemma":0.9895851,"domain_scores_codex":[0.9839768,0.0009330317,0.0004946818,0.0005108556,0.01030097,0.003783627],"domain_scores_gemma":[0.9746266,0.0005928928,0.0003599609,0.0002676053,0.0145031,0.009649924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002822212,0.00005672757,0.00163184,0.0004050292,0.0000127922,0.0001128775,0.0008446361,0.0004220585,0.0001916925,0.0793894,0.8699527,0.04695202],"study_design_scores_gemma":[0.0000100887,0.00001185676,0.002800278,0.0002902261,0.000008364368,0.00006316994,0.001332548,0.0001795829,0.0001061498,0.002746417,0.9924135,0.00003780668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007197368,0.02604162,0.009092263,0.4627244,0.01014816,0.001439016,0.009653343,0.001200116,0.4725037],"genre_scores_gemma":[0.1394901,0.05592808,0.05727313,0.1482339,0.001564559,0.001413112,0.01580903,0.0009022839,0.5793858],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9962835,"threshold_uncertainty_score":0.9563484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04487080750020374,"score_gpt":0.3073794142268447,"score_spread":0.262508606726641,"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."}}