{"id":"W4413061248","doi":"10.1145/3715335.3735481","title":"More Sustainable than Sustainable","year":2025,"lang":"en","type":"article","venue":"","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Sustainable development; Computer science; Business; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004227087,0.0004913824,0.0003233542,0.0014542,0.002986486,0.009318391,0.0006061395,0.002364749,0.0212549],"category_scores_gemma":[0.009780777,0.0002130465,0.0003266593,0.001410077,0.01017972,0.01383796,0.00691238,0.002490079,0.002710626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002392112,"about_ca_system_score_gemma":0.003336368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002788368,"about_ca_topic_score_gemma":0.005412884,"domain_scores_codex":[0.995091,0.001767186,0.0001786849,0.0007725147,0.001623023,0.0005676459],"domain_scores_gemma":[0.9952475,0.001605223,0.0006087798,0.0008691641,0.0008555787,0.0008138294],"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":[0.00007309092,0.0001125809,0.009604395,0.0006524863,0.00006968686,0.0003978315,0.02096941,0.0008863819,0.002690569,0.8060017,0.05724282,0.101299],"study_design_scores_gemma":[0.00001139061,0.00007808889,0.004156314,0.0003573843,0.00002279879,0.0002877736,0.01839317,0.0004752804,0.0007058893,0.1653516,0.8101259,0.00003444821],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.13235,0.006668638,0.02535649,0.1128405,0.001634558,0.00009620006,0.0003772492,0.0003532149,0.7203232],"genre_scores_gemma":[0.9249707,0.004037119,0.00960838,0.01285758,0.0004353166,0.00007082593,0.0002496044,0.0003322501,0.04743809],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0212549,"threshold_uncertainty_score":0.07110471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06546712779677133,"score_gpt":0.4076172777389122,"score_spread":0.3421501499421409,"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."}}