{"id":"W2747977793","doi":"","title":"BUILDING PATHOLOGY: A TOOL FOR RESOLUTION OF DEFECTS IN BUILDINGS","year":2016,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Plant Pathogenic Bacteria Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Computer science; Environmental science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004233897,0.00009090365,0.0002278133,0.000007614692,0.00003730252,0.000002535665,0.0001015552,0.00004498365,0.00003602718],"category_scores_gemma":[0.0001247551,0.00002842777,0.00009419829,0.00004944342,0.00005319459,0.00006668922,0.00006127085,0.00002425774,0.0000205718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004843505,"about_ca_system_score_gemma":8.193004e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002629489,"about_ca_topic_score_gemma":0.00002366942,"domain_scores_codex":[0.999235,0.00007163735,0.000263658,0.0001995911,0.00005726975,0.0001728658],"domain_scores_gemma":[0.9996455,0.0001702023,0.0001238442,0.00004048101,5.348022e-7,0.00001940563],"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":[0.00001267707,0.00002376352,0.01415767,0.000004403206,0.000001330511,8.310935e-7,0.000008421006,1.634835e-8,0.8138509,0.00003707435,0.0001035213,0.1717994],"study_design_scores_gemma":[0.0002984703,0.0002119438,0.6031489,0.000212626,0.00001365641,0.00001163597,0.0000117186,0.000001287243,0.03871142,0.000372204,0.3568372,0.0001688883],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995662,0.003503733,0.0000668944,0.0001690868,0.00004328032,0.0004461095,0.00007971501,0.000006803614,0.00002238641],"genre_scores_gemma":[0.9925871,0.00510652,0.002029558,0.00005305255,0.00004592776,0.0001106702,0.00001036487,7.380723e-7,0.00005600114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7751395,"threshold_uncertainty_score":0.1159251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02359091692132627,"score_gpt":0.2290539841554413,"score_spread":0.205463067234115,"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."}}