{"id":"W4243482944","doi":"10.1002/9781444338386.wbeah22226","title":"Plumbing","year":2012,"lang":"en","type":"other","venue":"The Encyclopedia of Ancient History","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Geography; Architectural engineering; Civil engineering; Water resource management; Engineering; 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":[0.0003474366,0.0005815734,0.0002610877,0.001758407,0.00147924,0.003181764,0.0009115748,0.000784,0.3166662],"category_scores_gemma":[0.001620192,0.0001705279,0.0002680539,0.00250553,0.0007429149,0.001922768,0.002081306,0.0007394383,0.1374713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008195009,"about_ca_system_score_gemma":0.001358358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004406532,"about_ca_topic_score_gemma":0.006880714,"domain_scores_codex":[0.999398,0.00006337691,0.00003619558,0.0000992861,0.0003142366,0.00008879474],"domain_scores_gemma":[0.9994547,0.00005748674,0.0000349103,0.0001386787,0.0002390621,0.00007520415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007972043,0.00009175712,0.001136488,0.0007124784,0.000005312524,0.0004230213,0.001816527,0.0001909971,0.002175146,0.04622955,0.4833565,0.4637824],"study_design_scores_gemma":[0.000001452332,0.00000741154,0.0005226961,0.0000514586,0.000001137835,0.000108773,0.0002088648,0.00001869788,0.0003477466,0.0007875073,0.9979413,0.000002792356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002440956,0.0005636589,0.001167338,0.0003868315,0.0002740102,0.00008466225,0.001603202,0.0007146508,0.9927649],"genre_scores_gemma":[0.01923725,0.001072482,0.001488519,0.0003455747,0.00006020366,0.00005666948,0.001895509,0.0003773339,0.9754665],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3166662,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01732968896686362,"score_gpt":0.2174770935024625,"score_spread":0.2001474045355988,"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."}}