{"id":"W4384695046","doi":"10.21428/f1f23564.00227403","title":"Planning for Sustainability: A Reality Check from the Development Team","year":2023,"lang":"en","type":"article","venue":"IDEAH","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Reality check; Sustainability; Process management; Environmental planning; Business; Engineering; Geography; Test (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":[],"consensus_categories":[],"category_scores_codex":[0.0007069543,0.0001627499,0.0001321857,0.00002439599,0.0004734664,0.00004681206,0.0003464419,0.00006316263,0.0003590762],"category_scores_gemma":[0.0002422949,0.0001224266,0.0000573507,0.0003295186,0.0001545475,0.0001251148,0.0004642357,0.00009652763,0.0006506947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007931182,"about_ca_system_score_gemma":0.00005966333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001116159,"about_ca_topic_score_gemma":0.0001362512,"domain_scores_codex":[0.9984944,0.00003934331,0.000260229,0.0003723078,0.0002890668,0.0005446568],"domain_scores_gemma":[0.9992788,0.0002542691,0.00005995924,0.00030876,0.000006545943,0.00009161256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009477144,0.00008290439,0.7002466,0.00003719646,0.00005964418,0.00001505245,0.01782322,0.002741611,0.0004713528,0.0002862992,0.2275466,0.05059484],"study_design_scores_gemma":[0.0002741305,0.00001342076,0.6854563,0.000006531899,0.000007270051,5.161237e-7,0.006362314,0.0003671409,0.0005508192,0.0179317,0.2888408,0.0001890129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860772,0.00001781007,0.0003878447,0.003719947,0.0001070144,0.0007098839,0.00001304887,0.0001604702,0.008806713],"genre_scores_gemma":[0.9909436,0.000004021626,0.0009462993,0.0006841202,0.0001041281,0.0003259908,0.0001088052,0.00002474039,0.006858319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06129424,"threshold_uncertainty_score":0.8363581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0294879273656983,"score_gpt":0.2856524262908839,"score_spread":0.2561644989251857,"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."}}