{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000590588,0.0001060912,0.00008947666,0.0000297895,0.0002856536,0.0001758945,0.0002466876,0.00006902835,0.0003617455],"category_scores_gemma":[0.0001208119,0.0000715588,0.00004529539,0.0002219073,0.0000732601,0.0002090734,0.00003569488,0.0005288785,0.000009528824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001167375,"about_ca_system_score_gemma":0.00002263974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002849195,"about_ca_topic_score_gemma":0.00008492562,"domain_scores_codex":[0.9992312,0.0001812253,0.0001369869,0.00006593316,0.00010803,0.0002766043],"domain_scores_gemma":[0.9992776,0.000108445,0.00001309966,0.0004926266,0.00004522226,0.00006301044],"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":[0.000008647973,0.0003713907,0.04056684,0.0003253174,0.0004876781,0.000005782839,0.01527788,0.01037346,0.000231436,0.5760178,0.1441842,0.2121495],"study_design_scores_gemma":[0.0003986588,0.00003702845,0.03889962,0.0000151283,0.00001721722,0.000007284271,0.01370086,0.001949189,0.0003933985,0.2005375,0.743652,0.0003921177],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.632994,0.001203793,0.03152424,0.002561612,0.000847195,0.0003733586,0.00000200345,0.0005314775,0.3299623],"genre_scores_gemma":[0.9991661,0.00002337816,0.0002062869,0.0003233747,0.00003956096,0.00002559089,0.000005501785,0.00001341157,0.0001968132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5994678,"threshold_uncertainty_score":0.396086,"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."}}