{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00416868,0.0002355649,0.0003665221,0.002716949,0.001672081,0.004435687,0.000995744,0.0009157987,0.008464736],"category_scores_gemma":[0.0244546,0.000284,0.0006235975,0.004795445,0.001650838,0.004329999,0.004646885,0.0005801047,0.0003389152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01044886,"about_ca_system_score_gemma":0.007206151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07128783,"about_ca_topic_score_gemma":0.0682983,"domain_scores_codex":[0.9953333,0.00196014,0.0003395717,0.0004944894,0.0008028336,0.00106972],"domain_scores_gemma":[0.9824036,0.006738124,0.003622425,0.001632396,0.004059245,0.001544314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004450673,0.0004327882,0.7608442,0.0004597669,0.0003640389,0.001461345,0.01357379,0.02227457,0.001132693,0.1233019,0.002933861,0.07277606],"study_design_scores_gemma":[0.00004799844,0.0004452089,0.8363873,0.0004090199,0.0002891508,0.0003395697,0.08589216,0.02551378,0.001489452,0.02915077,0.01997529,0.00006032302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9411671,0.0003450165,0.001757534,0.001280969,0.00001992128,0.00009178921,0.0002658343,0.00003975665,0.05503205],"genre_scores_gemma":[0.998747,0.00005528854,0.0002116257,0.0000196529,0.000004001911,0.00001597972,0.00003781719,0.000001834782,0.0009067307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07128783,"threshold_uncertainty_score":0.1417457,"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."}}