{"id":"W4320712592","doi":"10.1080/23789689.2022.2164656","title":"Special collection on buried infrastructures","year":2023,"lang":"en","type":"article","venue":"Sustainable and Resilient Infrastructure","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Data collection; Environmental planning; Business; Computer science; Engineering; Environmental science; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001940176,0.0004329487,0.0003555117,0.0005849259,0.0005609001,0.0001875492,0.0002106713,0.0003400568,0.0006189109],"category_scores_gemma":[0.0001322873,0.0003710554,0.00009865422,0.001384148,0.0001898857,0.0002961997,0.0001195445,0.0005477546,0.00003012478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003768084,"about_ca_system_score_gemma":0.0001086946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003275553,"about_ca_topic_score_gemma":0.000009445708,"domain_scores_codex":[0.997772,0.0000576698,0.0003640678,0.0004654308,0.0003894572,0.0009513237],"domain_scores_gemma":[0.9990547,0.00009638404,0.00004897994,0.0004194816,0.000155755,0.0002247192],"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":[0.0001539265,0.00001235956,0.002894144,0.0004960901,0.00008220853,0.0001374166,0.00165002,0.06998067,0.0003070427,0.0180927,0.8996211,0.006572292],"study_design_scores_gemma":[0.001164425,0.0003305488,0.1766957,0.0000276331,0.00004058088,0.00005109458,0.01114764,0.003956499,0.001265793,0.2044154,0.6001068,0.0007978584],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8820648,0.0001203413,0.0002522068,0.000368966,0.001954253,0.0007758076,0.00002319234,0.001238626,0.1132019],"genre_scores_gemma":[0.9863294,0.0002098301,0.000161381,0.0002055607,0.003273233,0.00004726272,0.00007772631,0.0000764336,0.009619156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2995143,"threshold_uncertainty_score":0.9998741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003114386304535929,"score_gpt":0.2009545159471761,"score_spread":0.1978401296426401,"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."}}