{"id":"W2912910597","doi":"10.3390/su11030844","title":"A Methodological Framework to Initiate and Design Transition Governance Processes","year":2019,"lang":"en","type":"article","venue":"Sustainability","topic":"Organic Food and Agriculture","field":"Agricultural and Biological Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Agriculture and Agri-Food Canada; Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Conceptualization; Corporate governance; Sustainability; Stakeholder; Citizen journalism; Process management; Knowledge management; Process (computing); Intervention (counseling); Incentive; Management science; Political science; Business; Computer science; Engineering; Public relations; Psychology; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004898127,0.0001226528,0.0001821576,0.000002775883,0.00009259192,0.00004956963,0.0001267066,0.0001320756,0.0003317362],"category_scores_gemma":[0.001463034,0.00004015294,0.00003534131,0.0004346663,0.00003834445,0.0001237621,0.00005007747,0.0001431043,0.00001721006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000689222,"about_ca_system_score_gemma":0.00002853518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005087845,"about_ca_topic_score_gemma":0.00002997762,"domain_scores_codex":[0.9988875,0.0002281885,0.0001285536,0.000371263,0.0001353825,0.0002490983],"domain_scores_gemma":[0.9988453,0.0007256813,0.00003761288,0.00005216001,0.0002364872,0.0001027533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002507111,0.00191138,0.05334444,0.002765951,0.0001166467,0.00009383309,0.01432858,0.0005564084,0.2006645,0.04622705,0.006109681,0.6713744],"study_design_scores_gemma":[0.0001746835,0.001675757,0.79048,0.000069025,0.00001628718,0.00001431414,0.002368441,0.00001556762,0.007895053,0.1831203,0.01370182,0.0004687361],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743344,0.0001667348,0.001372551,0.02319372,0.0000459049,0.0007203897,0.00002247692,0.00008075369,0.00006308381],"genre_scores_gemma":[0.9971634,0.00002256792,0.001693922,0.0009167152,0.00009555359,0.00002404289,0.00000364277,5.923068e-7,0.00007954091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7371355,"threshold_uncertainty_score":0.3632279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04335416124584839,"score_gpt":0.2785451214028484,"score_spread":0.235190960157,"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."}}