{"id":"W4391666334","doi":"10.2208/jscejj.23-23190","title":"APPLICABILITY OF CROSS-SECTORAL MANAGEMENT OF INFRASTRUCTURES IN MUNICIPALITIES","year":2023,"lang":"en","type":"article","venue":"Japanese Journal of JSCE","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Business; Environmental planning; Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.001100289,0.0001096894,0.0002974413,0.0004938061,0.00003407605,0.00005670101,0.0004284641,0.00004023972,0.0001540806],"category_scores_gemma":[0.0001003182,0.00008768788,0.000114796,0.000947611,0.0001149797,0.0008184245,0.0001860684,0.0001175775,0.00001167367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002418717,"about_ca_system_score_gemma":0.00001661023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006167814,"about_ca_topic_score_gemma":0.0000543931,"domain_scores_codex":[0.9985922,0.00001520125,0.00069548,0.00009533307,0.0003828239,0.0002189568],"domain_scores_gemma":[0.9989434,0.00004890763,0.0005606139,0.0001918735,0.0002404015,0.00001476228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004589845,0.0002117531,0.9544888,0.001650555,0.0001338061,0.00002503061,0.001872783,0.001118157,0.006921644,0.02786408,0.001413984,0.003840448],"study_design_scores_gemma":[0.001274262,0.00002641483,0.9802522,0.00009154194,0.00002402199,0.000003651315,0.002211716,0.0003565891,0.0006483469,0.01247427,0.002522968,0.000114008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907174,0.00004302052,0.000006156975,0.0002035138,0.0001182346,0.0001176198,0.000001937154,0.00001731881,0.008774861],"genre_scores_gemma":[0.9993994,0.00001049298,0.0001029821,0.00009411728,0.0002199379,0.000004528443,0.000002906715,0.000008800551,0.0001567954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02576344,"threshold_uncertainty_score":0.3575808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03347908709481606,"score_gpt":0.3155261460397654,"score_spread":0.2820470589449494,"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."}}