{"id":"W7084107166","doi":"10.64628/aam.7can3n4np","title":"How Canada can solve its emerging water crisis","year":2019,"lang":"en","type":"article","venue":"","topic":"Metaheuristic Optimization Algorithms Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001180412,0.0004434926,0.0003213373,0.0009141902,0.006096712,0.00796998,0.001510836,0.003667543,0.01838375],"category_scores_gemma":[0.006133274,0.0001993827,0.0006106846,0.00149642,0.002258095,0.002014363,0.002279007,0.003197794,0.001347661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04131818,"about_ca_system_score_gemma":0.1795415,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9801362,"about_ca_topic_score_gemma":0.988179,"domain_scores_codex":[0.9986008,0.0001778055,0.00002085394,0.00007261102,0.0004168931,0.0007110955],"domain_scores_gemma":[0.998367,0.0001338009,0.0000455559,0.00005222223,0.0008265956,0.0005748076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002072664,0.0001579439,0.007626337,0.0001881745,0.0001480311,0.0006228074,0.001050118,0.03797504,0.0008121163,0.3356959,0.5187064,0.09680975],"study_design_scores_gemma":[0.0001576244,0.00007560464,0.004627461,0.0002705999,0.0001012924,0.0001208855,0.009357771,0.02890616,0.000904044,0.1185128,0.8368433,0.0001224065],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.06891882,0.003219327,0.01214476,0.3357632,0.003562048,0.0002493675,0.001853542,0.000677471,0.5736114],"genre_scores_gemma":[0.7773041,0.003270965,0.01682706,0.02934918,0.0003403923,0.0001133148,0.0008953555,0.0003276163,0.1715719],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04131818,"threshold_uncertainty_score":0.2997858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01320169550868553,"score_gpt":0.2288632575735033,"score_spread":0.2156615620648178,"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."}}