{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000923197,0.0001406978,0.0001241127,0.0005692351,0.002470606,0.002065053,0.0006807133,0.00006190899,0.02789183],"category_scores_gemma":[0.0001582623,0.000158903,0.00003559814,0.0006977084,0.00005608111,0.0005518856,0.0004932201,0.0002355112,0.01343865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004273635,"about_ca_system_score_gemma":0.00003180501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003297823,"about_ca_topic_score_gemma":0.0002078642,"domain_scores_codex":[0.9987664,0.00004666353,0.0002942462,0.0003240508,0.0001723441,0.0003962456],"domain_scores_gemma":[0.9990751,0.000008010734,0.00009164591,0.0002681187,0.0005166365,0.00004046063],"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":[0.00001326592,0.00005100966,0.00005410417,0.00007571098,0.00005349227,0.000008469181,0.000149715,0.0001156419,0.0001529008,0.3263858,0.547206,0.1257339],"study_design_scores_gemma":[0.0003524616,0.00001110775,0.003774382,0.00001746217,0.00000964325,0.000001854499,0.0008441632,0.0004512864,0.00002173958,0.001589149,0.9927589,0.0001678305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03509141,0.00002034405,0.0006786995,0.00396402,0.0002912067,0.0004144323,0.00002573976,0.0004790067,0.9590352],"genre_scores_gemma":[0.985126,0.00001276597,0.0000540941,0.003619562,0.0002529045,1.227218e-7,0.001221547,0.0003768119,0.009336257],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9500345,"threshold_uncertainty_score":0.9989709,"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."}}