{"id":"W4393050968","doi":"10.1177/0739456x241238684","title":"Inclusive Futures? A Systematic Review of Social Equity in Scenario Planning","year":2024,"lang":"en","type":"review","venue":"Journal of Planning Education and Research","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Waterloo","funders":"","keywords":"Futures contract; Equity (law); Social equality; Public economics; Financial economics; Economics; Sociology; Business; Actuarial science; Political science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.01032846,0.0001579118,0.001425897,0.001071081,0.0003643218,0.000117574,0.0004555498,0.0002544334,0.00003477639],"category_scores_gemma":[0.001586028,0.000101431,0.0002129698,0.0008972224,0.0001851108,0.0001225166,0.0002012796,0.001350269,0.00000869919],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005934464,"about_ca_system_score_gemma":0.006529489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005868974,"about_ca_topic_score_gemma":0.00001964384,"domain_scores_codex":[0.9956405,0.001591412,0.001112222,0.0001603081,0.001201025,0.0002945516],"domain_scores_gemma":[0.997881,0.0005791227,0.0007849259,0.00008119947,0.0005377858,0.0001359905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000003185699,0.00006808092,0.000004061559,0.8843041,0.00010114,0.00002799827,0.05427148,3.329519e-8,6.832101e-8,0.001353184,0.02819481,0.03167183],"study_design_scores_gemma":[0.00002888208,0.00002075135,0.00001080606,0.622685,0.0001949274,0.00002447923,0.01310164,1.210145e-7,2.235624e-8,0.0001896748,0.3636707,0.00007299928],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001776165,0.9902373,4.086555e-7,0.001645466,0.0007280763,0.0006530693,0.00000284406,0.000004690878,0.006710398],"genre_scores_gemma":[0.0001368756,0.9967349,0.00003877698,0.00004102744,0.0007373156,0.00002380855,0.000006408779,0.00001363906,0.00226726],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3354759,"threshold_uncertainty_score":0.9991026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2665193866736489,"score_gpt":0.5969479197300255,"score_spread":0.3304285330563765,"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."}}