{"id":"W4386997571","doi":"10.2139/ssrn.4581855","title":"The Character Imperative: Creating a More Just, Prosperous, and Sustainable Future","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Religion, Ecology, and Ethics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Character (mathematics); Environmental ethics; Political science; Environmental planning; Geography; Philosophy","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":[0.003802104,0.0001996756,0.0001971251,0.0003411944,0.004270071,0.00664611,0.000480915,0.003769585,0.007650322],"category_scores_gemma":[0.006777774,0.000145511,0.0001369793,0.0003441846,0.02522631,0.008073882,0.004666066,0.006203608,0.001246196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002363118,"about_ca_system_score_gemma":0.003348168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001448324,"about_ca_topic_score_gemma":0.002374718,"domain_scores_codex":[0.9968621,0.002077329,0.00005317712,0.0002400904,0.0004640912,0.0003034054],"domain_scores_gemma":[0.9968272,0.001128732,0.0003421644,0.0003195345,0.000419531,0.000962925],"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":[0.00001126867,0.00001205092,0.0001822523,0.0000255162,0.0000021056,0.00004526083,0.005178384,0.00006025234,0.0001270521,0.978317,0.01055977,0.005479245],"study_design_scores_gemma":[0.00001471115,0.00002117982,0.0006774417,0.0001026819,0.00000404264,0.0001576723,0.006249656,0.0003046282,0.0002746601,0.7720454,0.2201323,0.00001570385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0432243,0.002575434,0.009985403,0.2851713,0.001864521,0.00003250091,0.00005643033,0.00005257614,0.6570376],"genre_scores_gemma":[0.9412788,0.001040463,0.002749529,0.01137769,0.0006044011,0.00004541593,0.00002992309,0.0001044217,0.04276944],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007650322,"threshold_uncertainty_score":0.02559286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01698461722239087,"score_gpt":0.3333789335887019,"score_spread":0.316394316366311,"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."}}