{"id":"W7111138928","doi":"10.5281/zenodo.17781136","title":"Canadian PID Strategy: Engagement Toolkit - Strategy Pitch","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","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":[0.009535357,0.001066144,0.0005818296,0.004393665,0.008661816,0.01315801,0.003167797,0.004728939,0.07763353],"category_scores_gemma":[0.01468936,0.001002155,0.0007209133,0.007073913,0.001984095,0.003584331,0.007776433,0.005240432,0.02413955],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09572815,"about_ca_system_score_gemma":0.3132076,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9236748,"about_ca_topic_score_gemma":0.9614532,"domain_scores_codex":[0.9886582,0.001183382,0.000301414,0.000524479,0.006401582,0.002931041],"domain_scores_gemma":[0.9865289,0.001142283,0.000232958,0.0005938954,0.007167802,0.004334154],"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":[0.00005008275,0.00008570449,0.0008294574,0.0003275662,0.000008919803,0.0002070591,0.001606915,0.0007719155,0.0004491314,0.05839632,0.8457776,0.09148932],"study_design_scores_gemma":[0.0000104297,0.000008330668,0.0007268277,0.00008049216,0.000002242575,0.00002226854,0.0006967504,0.0002256417,0.0001103471,0.002185564,0.995906,0.00002509914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004185538,0.001622029,0.01840787,0.03623482,0.00103732,0.003193683,0.0205156,0.005475929,0.9093272],"genre_scores_gemma":[0.07254075,0.003788465,0.08306178,0.01389072,0.0001745432,0.003970789,0.03226453,0.002963498,0.7873449],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.986842,"threshold_uncertainty_score":0.6945596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0383727509008216,"score_gpt":0.2400363944784905,"score_spread":0.2016636435776689,"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."}}