{"id":"W4393054622","doi":"10.21203/rs.3.rs-3988942/v1","title":"How Tourists ‘Escaping the Heat’ May Drive Future Increases in Municipal Water Demand in Oregon Coastal Communities","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Water resources management and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bioinformatics Solutions (Canada)","funders":"","keywords":"Natural resource economics; Environmental science; Economics; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001883912,0.00009072416,0.00008622845,0.0002209817,0.0006524741,0.001522087,0.0003771306,0.0006546972,0.006859746],"category_scores_gemma":[0.001502959,0.0001645136,0.00028233,0.0005260317,0.000438033,0.0008001122,0.0006497998,0.0006372205,0.0002251223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001670085,"about_ca_system_score_gemma":0.001007031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2242713,"about_ca_topic_score_gemma":0.5460659,"domain_scores_codex":[0.9998807,0.00003828591,0.000004247419,0.00001891033,0.00001290655,0.0000449345],"domain_scores_gemma":[0.9995438,0.000133705,0.0001017564,0.00001699742,0.00006322202,0.0001403503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002283157,0.0002779843,0.9341747,0.0000639623,0.0001500028,0.000642004,0.003337315,0.02280905,0.001002625,0.01028721,0.008515199,0.01851173],"study_design_scores_gemma":[0.0000269001,0.00009250612,0.8571761,0.00008095434,0.00008851197,0.0001405499,0.05899351,0.06791484,0.0004491717,0.006979253,0.008022816,0.0000349534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929946,0.00003561967,0.00018469,0.001359745,0.000006961517,0.000004020339,0.0002015061,0.000003848811,0.00520898],"genre_scores_gemma":[0.9982719,0.00004369202,0.0001183165,0.00004922509,0.000003070307,0.000003721079,0.00007188053,0.000003020476,0.001435217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2242713,"threshold_uncertainty_score":0.4459318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03139440539841664,"score_gpt":0.291210318025978,"score_spread":0.2598159126275614,"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."}}