{"id":"W4210519325","doi":"10.1177/0309132521993916","title":"Infrastructural nature","year":2021,"lang":"en","type":"article","venue":"Progress in Human Geography","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Geography; Environmental planning","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000569847,0.0001792264,0.0001650171,0.0008991936,0.001498927,0.003717266,0.0005257559,0.0008987765,0.02258339],"category_scores_gemma":[0.001466208,0.0001134568,0.0001809996,0.001280963,0.008916033,0.003091561,0.003263777,0.001017918,0.001585989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002066436,"about_ca_system_score_gemma":0.001624673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003941273,"about_ca_topic_score_gemma":0.006953271,"domain_scores_codex":[0.9992836,0.0001439669,0.00003312617,0.00016575,0.0002069898,0.0001664867],"domain_scores_gemma":[0.9991165,0.0002281427,0.0001763399,0.0002121638,0.0001385132,0.0001282409],"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":[0.000003593749,0.000004181755,0.0007582117,0.00003244575,0.000004588889,0.0000413525,0.0007961357,0.0001206754,0.000168674,0.985503,0.002454719,0.01011239],"study_design_scores_gemma":[0.000003950452,0.00002396243,0.006384024,0.0001408709,0.00001222053,0.000354249,0.002081542,0.0002220966,0.0002442837,0.3670718,0.623451,0.00001008377],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02822689,0.002071679,0.0185037,0.007572161,0.0002631495,0.00003768061,0.0003315035,0.00007849554,0.9429147],"genre_scores_gemma":[0.9279075,0.001988115,0.00334937,0.002003738,0.0002173352,0.00008262066,0.0003042473,0.00004930608,0.06409773],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02258339,"threshold_uncertainty_score":0.07554901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006795016904650924,"score_gpt":0.3022685133715178,"score_spread":0.2954734964668669,"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."}}