{"id":"W4386255889","doi":"10.18280/ijsdp.180823","title":"Modeling Management Decisions for Sustainable Regional Development: Public Relations Strategies and Security Considerations","year":2023,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainable development; Environmental planning; Business; Environmental security; Environmental resource management; Process management; Management science; Environmental economics; Political science; Environmental science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001068112,0.0001760863,0.000178154,0.001553714,0.0009273976,0.001360986,0.0002148227,0.0001132059,0.00003962859],"category_scores_gemma":[0.0003325036,0.000184195,0.00003829666,0.0005220376,0.00004104121,0.004559563,0.0003401514,0.0002572199,0.000005287856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002514514,"about_ca_system_score_gemma":0.0004196787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001620849,"about_ca_topic_score_gemma":0.000005927926,"domain_scores_codex":[0.9982206,0.00001024451,0.0005758901,0.0002180865,0.0005914055,0.0003837723],"domain_scores_gemma":[0.9972156,0.0001732626,0.0003347768,0.00006577021,0.002168065,0.00004254533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009576269,0.00005876972,0.004152517,0.0001242685,0.0003678964,0.0009606116,0.003246215,0.01926358,0.000005879343,0.9624684,0.008096482,0.00115955],"study_design_scores_gemma":[0.002716691,0.00001726215,0.007743803,0.0003274038,0.00008033558,0.00007373369,0.4223258,0.05761437,0.00001929327,0.1797546,0.3287391,0.0005876616],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9476668,0.0001023535,0.04277156,0.002995019,0.0001767076,0.0003456563,0.000001536375,0.00006616783,0.005874235],"genre_scores_gemma":[0.9889972,0.00001964693,0.007671376,0.0004070522,0.000250867,0.00001981446,0.00008142973,0.00001769295,0.002534961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7827139,"threshold_uncertainty_score":0.9996757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05439698649862652,"score_gpt":0.2650054225262257,"score_spread":0.2106084360275992,"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."}}