{"id":"W4411970789","doi":"10.11157/patr.v3i3.74","title":"Weaving Water with people for Resilient Coastal Cities","year":2025,"lang":"en","type":"article","venue":"Pūhau ana te rā Tailwinds","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WSP (Canada)","funders":"","keywords":"Weaving; Geography; Environmental resource management; Environmental planning; Environmental science; Engineering","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":[0.001645323,0.0005723243,0.0002141273,0.0006061667,0.01443695,0.007924416,0.0009416196,0.002266112,0.01743797],"category_scores_gemma":[0.001876188,0.0002281923,0.0004420773,0.0006702093,0.01020057,0.007719696,0.01198614,0.003128261,0.001774888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002257477,"about_ca_system_score_gemma":0.002591782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005210267,"about_ca_topic_score_gemma":0.0219389,"domain_scores_codex":[0.9987006,0.0007171269,0.00001873266,0.00007985192,0.0001232675,0.0003604136],"domain_scores_gemma":[0.9992446,0.0002008234,0.00006643313,0.00005564656,0.00007201688,0.0003604758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006231455,0.0001388727,0.004131668,0.0005236686,0.00003190943,0.001202677,0.4144495,0.0005041906,0.001889975,0.3066593,0.1521646,0.1182413],"study_design_scores_gemma":[0.00000762722,0.00005338654,0.001286832,0.0003515279,0.0000115594,0.0002134446,0.307482,0.0001203129,0.0004144251,0.02738714,0.6626421,0.00002968412],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1552239,0.01223337,0.01235935,0.2212207,0.008432195,0.0001947983,0.0001228086,0.000435116,0.5897778],"genre_scores_gemma":[0.8294783,0.009602474,0.007028721,0.01796812,0.001148096,0.0001983375,0.00006005548,0.0002658591,0.1342501],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01743797,"threshold_uncertainty_score":0.05833578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296890556222818,"score_gpt":0.2230548739910146,"score_spread":0.2100859684287864,"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."}}