{"id":"W3154364592","doi":"10.1007/s11625-021-00952-9","title":"The transformation of provisioning systems from an integrated perspective of social metabolism and political economy: a conceptual framework","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"European Research Council; Ministerio de Economía y Competitividad; Austrian Science Fund; European Commission","keywords":"Provisioning; Conceptualization; Sustainability; Context (archaeology); Politics; Business; Economic system; Environmental economics; Computer science; Economics; Political science; Ecology; Telecommunications; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001141904,0.00007015689,0.0001793086,0.00002813858,0.0008147001,0.000164849,0.0002811035,0.0000811689,0.00001281314],"category_scores_gemma":[0.002274562,0.00005019033,0.00003828833,0.0005063814,0.00548509,0.0009375847,0.00004525029,0.0001565331,1.18132e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000429735,"about_ca_system_score_gemma":0.002902577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008473615,"about_ca_topic_score_gemma":0.0003241176,"domain_scores_codex":[0.9985517,0.0002890351,0.0002476595,0.0002427204,0.0003452939,0.0003235907],"domain_scores_gemma":[0.9975836,0.0002253812,0.0001199035,0.0001532846,0.001823804,0.00009405505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001286332,0.00001380421,0.0009069634,0.000009867244,0.000003888309,2.766587e-7,0.1451714,0.00000645153,0.000082377,0.8531399,0.000002801564,0.0006494037],"study_design_scores_gemma":[0.00007775438,0.00002389957,0.01755317,0.000008992296,0.000007768165,2.411219e-7,0.6624867,0.0001878658,0.001068067,0.3160605,0.002473507,0.00005148788],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882259,0.0001971024,0.001273622,0.006105776,0.0001534739,0.0003081226,0.00003425053,0.00001303944,0.003688748],"genre_scores_gemma":[0.9996627,0.000003875024,0.0001802472,0.00004426357,0.00007779356,0.000006476509,0.000001444134,0.000002187687,0.00002102995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5370794,"threshold_uncertainty_score":0.9981291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007690329343463378,"score_gpt":0.3032919708113738,"score_spread":0.2956016414679105,"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."}}