{"id":"W4403429124","doi":"10.15273/pnsis.v53i2.12319","title":"On making the right decisions in urban planning and coastal management – a role for the NSIS?","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental planning; Business; Process management; Environmental resource management; Operations management; Environmental science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02591544,0.000557079,0.001303481,0.001531713,0.008785693,0.02067721,0.002416906,0.006500158,0.01785364],"category_scores_gemma":[0.05253538,0.0006142553,0.0004622276,0.002187618,0.02205595,0.01307924,0.009285837,0.01158762,0.003178254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02489048,"about_ca_system_score_gemma":0.1017872,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4660284,"about_ca_topic_score_gemma":0.6063338,"domain_scores_codex":[0.9857115,0.00558688,0.000690131,0.0008210706,0.003942851,0.003247637],"domain_scores_gemma":[0.9121664,0.03820686,0.003720222,0.003322859,0.02461213,0.01797152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001050866,0.0001303332,0.005911992,0.0004007014,0.00005505787,0.0003821369,0.008666087,0.001583087,0.0003954485,0.2556274,0.5359322,0.1908105],"study_design_scores_gemma":[0.00003334828,0.00004179366,0.01139626,0.002606536,0.00003065904,0.0001405355,0.03303108,0.001329502,0.0002888773,0.1665831,0.784412,0.0001063771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004121377,0.003977974,0.001994232,0.8945776,0.003131379,0.00002111296,0.00007796678,0.00004384335,0.09205454],"genre_scores_gemma":[0.507913,0.04930009,0.01861471,0.2998801,0.007488398,0.0002276486,0.0004516224,0.0004003221,0.1157241],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5339716,"threshold_uncertainty_score":0.9266316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609385674413777,"score_gpt":0.2570141329953657,"score_spread":0.2409202762512279,"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."}}