{"id":"W1969885390","doi":"10.1016/j.respol.2011.07.009","title":"Metatheoretical perspectives on sustainability journeys: Evolutionary, relational and durational","year":2012,"lang":"en","type":"article","venue":"Research Policy","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":184,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Sustainability; Perspective (graphical); Government (linguistics); Selection (genetic algorithm); Sociology; Ecology; Computer science; Artificial intelligence; Biology","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01564296,0.0001184109,0.0002167192,0.001205783,0.000777844,0.0003131256,0.0003648672,0.0000832513,0.001213874],"category_scores_gemma":[0.08837356,0.00008139376,0.00010796,0.001474353,0.0007920294,0.0005748071,0.0003714296,0.0004493782,0.00046412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006125433,"about_ca_system_score_gemma":0.0007811583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009620447,"about_ca_topic_score_gemma":0.000004671248,"domain_scores_codex":[0.992363,0.001777619,0.0005299154,0.0004645633,0.004193276,0.0006716298],"domain_scores_gemma":[0.9842876,0.0118302,0.00009328005,0.0005686544,0.002694651,0.0005256433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000596206,0.0001112307,0.01340185,0.000002194661,0.000007984034,0.000001931612,0.001968521,0.00003300899,0.00001734555,0.965174,0.01727481,0.001947477],"study_design_scores_gemma":[0.0001601645,0.00006530556,0.3031579,0.000006194595,0.000001002711,0.00003654221,0.006741157,0.0009735939,0.000002409164,0.645072,0.04371318,0.0000704926],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7719057,0.006016035,0.0139225,0.056187,0.0003252665,0.00125043,0.00007249606,0.00008994059,0.1502306],"genre_scores_gemma":[0.9942014,0.000006978074,0.0009275901,0.00008110052,0.001186398,0.00002468906,8.261334e-7,0.000009044428,0.003562036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.320102,"threshold_uncertainty_score":0.9996992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3943151169407355,"score_gpt":0.5698444503790907,"score_spread":0.1755293334383552,"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."}}