{"id":"W4389305817","doi":"10.1139/tcsme-2023-0187","title":"Editorial introduction","year":2023,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Lakehead University","funders":"","keywords":"Physics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003674783,0.001966312,0.001391783,0.0035652,0.002437996,0.006871486,0.001744619,0.007441964,0.1104273],"category_scores_gemma":[0.01876539,0.0006209855,0.001451251,0.001267725,0.001487464,0.002346465,0.00190008,0.007500812,0.04564873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00263481,"about_ca_system_score_gemma":0.003936406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003855616,"about_ca_topic_score_gemma":0.008481329,"domain_scores_codex":[0.9964584,0.0004530686,0.0002626324,0.0005346969,0.001825365,0.000465815],"domain_scores_gemma":[0.9844182,0.002538452,0.0009277967,0.0008292235,0.008671897,0.002614393],"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":[0.00001035945,0.000002547749,0.00001080142,0.00004725734,0.000002499525,0.00002595714,0.000004611196,0.000005375274,0.00002179888,0.0001856377,0.997267,0.002416108],"study_design_scores_gemma":[0.00001348287,0.000006610229,0.0001288803,0.0001143853,0.000006014964,0.00004129983,0.00002161357,0.00001862467,0.00003564185,0.0003290411,0.9992794,0.000004966377],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004212994,0.001980675,0.00004703083,0.02307213,0.9655237,0.00002059543,0.0001295509,0.00004514201,0.009139096],"genre_scores_gemma":[0.001248488,0.003059203,0.0001198543,0.02991138,0.8663483,0.00004816686,0.0002235834,0.00008707548,0.09895401],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1104273,"threshold_uncertainty_score":0.369416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007707181038482592,"score_gpt":0.2182615273529494,"score_spread":0.2105543463144668,"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."}}