{"id":"W755715870","doi":"","title":"COMMUNITY INVOLVEMENT PAVES THE WAY","year":2003,"lang":"en","type":"article","venue":"Public works","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Landscaping; Transport engineering; Mile; Engineering; Truck; Public work; Civil engineering; Geography; Public administration; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02129224,0.000828869,0.000875499,0.001729306,0.01895409,0.01284845,0.002748609,0.008660632,0.04914019],"category_scores_gemma":[0.02032599,0.0005920781,0.001036723,0.0008791056,0.0141585,0.01208127,0.03149195,0.006536602,0.005564231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003834244,"about_ca_system_score_gemma":0.01750254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00782979,"about_ca_topic_score_gemma":0.01904586,"domain_scores_codex":[0.9687664,0.01970683,0.0005904014,0.002174748,0.003356288,0.005405454],"domain_scores_gemma":[0.9509723,0.0108039,0.002098773,0.00299569,0.0076728,0.02545671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001865597,0.001359522,0.01758153,0.0008830534,0.0001113625,0.00216755,0.1009235,0.0004287447,0.001393365,0.4530092,0.1492576,0.2726979],"study_design_scores_gemma":[0.00004866827,0.0002269691,0.004985383,0.0009783088,0.00002072457,0.0005043237,0.06491749,0.0002825963,0.0002179634,0.07872883,0.8490295,0.0000591258],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07582922,0.007793162,0.03382985,0.4267839,0.005559746,0.0006144015,0.0001223268,0.0005056197,0.4489617],"genre_scores_gemma":[0.8705061,0.002698519,0.01159941,0.03790059,0.001101066,0.0005202871,0.0001730115,0.0002255781,0.07527541],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04914019,"threshold_uncertainty_score":0.1643903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452468227352215,"score_gpt":0.2003980125262919,"score_spread":0.1858733302527698,"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."}}