{"id":"W7135529681","doi":"","title":"Circular Cross-Scalar Governance Spiral","year":2023,"lang":"en","type":"article","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Corporate governance; Analogy; Transformational leadership; Zoom; Conceptual framework; Scale (ratio); Systems design","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001299725,0.0002613101,0.0003018609,0.0001712915,0.002319915,0.0002986988,0.003003508,0.0002630358,0.0001027727],"category_scores_gemma":[0.000127936,0.0003247406,0.0001862861,0.003168151,0.001624021,0.002142341,0.002717028,0.000708393,0.001786356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003053483,"about_ca_system_score_gemma":0.0002218438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004949525,"about_ca_topic_score_gemma":0.0004623313,"domain_scores_codex":[0.9956661,0.0006411007,0.0001836691,0.001088927,0.001271696,0.001148475],"domain_scores_gemma":[0.9981041,0.0001680344,0.0001491756,0.0009745734,0.0001558825,0.0004482421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005548689,0.0002401166,0.1424888,0.00007558877,0.0000609954,0.005614701,0.001741619,0.0008075093,0.004599783,0.8339775,0.00916916,0.00066931],"study_design_scores_gemma":[0.0012464,0.000173068,0.1919218,0.00004112312,0.00002066077,0.00001889035,0.005209981,0.0004867312,0.001113062,0.0001846528,0.7991562,0.0004273313],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5211443,0.00001329818,0.00001020326,0.0004404987,0.0001139453,0.0004049909,0.00002981288,0.00010218,0.4777408],"genre_scores_gemma":[0.5969966,0.0002092942,0.00005977079,0.00003963592,0.0000485981,8.781715e-7,0.00001506638,0.00002197798,0.4026082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8337929,"threshold_uncertainty_score":0.9999205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0649113526741087,"score_gpt":0.3119005376340397,"score_spread":0.246989184959931,"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."}}