{"id":"W4393229738","doi":"10.1080/02697459.2024.2323886","title":"Are rural places prepared for the energy transition? An evaluation of land use plans in rural Manitoba","year":2024,"lang":"en","type":"article","venue":"Planning Practice and Research","topic":"Social Acceptance of Renewable Energy","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Environmental planning; Transition (genetics); Energy (signal processing); Land use; Political science; Geography; Regional science; Business; Economic growth; Public administration; Civil engineering; Economics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006069717,0.00006506894,0.000103496,0.0001518829,0.0005638593,0.0003915473,0.0001642288,0.00009605698,0.00001916563],"category_scores_gemma":[0.002565972,0.00004910813,0.00002663297,0.000417672,0.0002210985,0.001229333,0.00002055276,0.0001810681,6.467487e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001013926,"about_ca_system_score_gemma":0.0002898405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0609267,"about_ca_topic_score_gemma":0.1071326,"domain_scores_codex":[0.9972869,0.0011641,0.0001449424,0.0001572376,0.0009592904,0.0002875685],"domain_scores_gemma":[0.9938145,0.005573885,0.00006463402,0.00009652355,0.0003952418,0.00005520507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.004603508,0.0007156476,0.07799459,0.0004385228,0.0006539522,0.0001333524,0.4973889,0.05326969,0.001958625,0.02702359,0.01846147,0.3173582],"study_design_scores_gemma":[0.0007525496,0.0001668585,0.01820128,0.0004545799,0.000116555,0.000006486775,0.9025281,0.03462338,0.000211489,0.002963665,0.03979911,0.0001759381],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906486,0.003294213,0.0001141013,0.004244811,0.0002129734,0.0003644431,0.0000264937,0.00003258557,0.001061758],"genre_scores_gemma":[0.9983454,0.0007661736,0.00009169341,0.00005373793,0.0003813563,0.0001410891,0.00001908643,0.00001007942,0.0001914255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4051392,"threshold_uncertainty_score":0.9453267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1841304074182592,"score_gpt":0.4781082416289201,"score_spread":0.2939778342106609,"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."}}