{"id":"W4410765423","doi":"10.32920/29161079.v1","title":"Climate Change and the Protection of Drinking Water in Ontario: An Opportunity to Adopt Adaptive Management?","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Adaptive management; Environmental planning; Environmental resource management; Business; Natural resource economics; Environmental science; Economics; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008965454,0.00007289673,0.0001119442,0.0002948059,0.005323028,0.003264756,0.0006015481,0.00136708,0.003432061],"category_scores_gemma":[0.002883567,0.0001058588,0.0001688684,0.0009637186,0.006661866,0.001499269,0.001558303,0.001012768,0.0001095188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05546407,"about_ca_system_score_gemma":0.06744685,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9697374,"about_ca_topic_score_gemma":0.9878325,"domain_scores_codex":[0.9990385,0.0001647106,0.00002009138,0.00008516126,0.0002943127,0.0003972526],"domain_scores_gemma":[0.9989286,0.0002395018,0.0001855118,0.00007744796,0.000270519,0.0002982901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001384441,0.0001184142,0.163834,0.0002893408,0.00004759428,0.001862863,0.06740391,0.002756225,0.003121893,0.5967458,0.04993023,0.1137512],"study_design_scores_gemma":[0.00003536662,0.00003300795,0.31541,0.0002113917,0.00003770999,0.0001911799,0.0634362,0.002090022,0.0009143904,0.07903408,0.5385264,0.00008024921],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4569586,0.003687298,0.001610219,0.2536547,0.0002168374,0.00005765599,0.0002959551,0.000036868,0.283482],"genre_scores_gemma":[0.9810744,0.001790158,0.0005609798,0.003230247,0.00004606058,0.00001011647,0.00005210163,0.000008319136,0.01322768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05546407,"threshold_uncertainty_score":0.4024219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06732746854665406,"score_gpt":0.2777512715794594,"score_spread":0.2104238030328053,"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."}}