{"id":"W1974432316","doi":"10.1061/(asce)ps.1949-1204.0000161","title":"Demonstration and Evaluation of State-of-the-Art Wastewater Collection Systems Condition Assessment Technologies","year":2013,"lang":"en","type":"article","venue":"Journal of Pipeline Systems Engineering and Practice","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Deep River Science Academy","funders":"","keywords":"Pipeline transport; Engineering; Zoom; Laser scanning; Digitization; Telecommunications; Laser; Environmental engineering","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":[0.005248736,0.0007574914,0.0004137359,0.0008503189,0.0006512226,0.001218134,0.001828928,0.001600381,0.002165915],"category_scores_gemma":[0.004313811,0.0003731611,0.0005828703,0.0006527606,0.0006067808,0.001500355,0.001141154,0.001192257,0.0005664242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002089417,"about_ca_system_score_gemma":0.002254006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005066294,"about_ca_topic_score_gemma":0.006231658,"domain_scores_codex":[0.9961737,0.0006872876,0.0001937624,0.0004497884,0.002165378,0.0003300685],"domain_scores_gemma":[0.9960437,0.0008590085,0.0003756633,0.0004590258,0.001852586,0.0004100377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004322783,0.03229675,0.0363836,0.002275817,0.0002882919,0.002105425,0.001592426,0.05688928,0.5260285,0.005909279,0.01564051,0.3162674],"study_design_scores_gemma":[0.002378812,0.07564469,0.08808687,0.0002910061,0.0002972232,0.001463324,0.001409261,0.1208535,0.6556497,0.001376772,0.05229503,0.0002538486],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550008,0.0003757398,0.02910042,0.0009389963,0.00009763182,0.002273068,0.0009385221,0.0008583504,0.0104166],"genre_scores_gemma":[0.9235972,0.0006320971,0.06644785,0.0001988661,0.00003123727,0.001215696,0.001275654,0.00008040022,0.006521116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005248736,"threshold_uncertainty_score":0.0277583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739191069254071,"score_gpt":0.292220021234979,"score_spread":0.2748281105424383,"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."}}