{"id":"W2003524129","doi":"10.1057/rlp.2010.18","title":"Roof deterioration and impact: A questionnaire survey","year":2010,"lang":"en","type":"article","venue":"Journal of Retail & Leisure Property","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Roof; Forensic engineering; Asset (computer security); Architectural engineering; Civil engineering; Engineering; Computer science; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005501759,0.0001264074,0.0002106186,0.00007308759,0.00005121765,0.00007852462,0.00009374736,0.000102331,0.00001803596],"category_scores_gemma":[0.0001362837,0.0000668818,0.00005949703,0.00008362446,0.00003179339,0.0003812704,0.00001383726,0.0005064702,0.000002312341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003978948,"about_ca_system_score_gemma":0.00005327077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005584674,"about_ca_topic_score_gemma":0.0003039526,"domain_scores_codex":[0.9993196,0.00003263533,0.0002706675,0.0000677642,0.0001516795,0.0001576791],"domain_scores_gemma":[0.9994031,0.00001456784,0.00009944507,0.0001051049,0.0002813011,0.00009647284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007329983,0.00001016915,0.6062262,0.00006460937,0.0000707891,0.00003039665,0.0003156913,0.0006425474,0.2298357,0.000008313516,0.0009052214,0.1618171],"study_design_scores_gemma":[0.0003755689,0.0001671913,0.9860053,0.0001258327,0.00002628981,0.0005153886,0.00001879664,0.001990818,0.006989439,0.00007440895,0.003535838,0.0001751108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968456,0.0004133866,0.001360016,0.00006162498,0.001081922,0.00006227638,0.000002024594,0.00002997586,0.0001431849],"genre_scores_gemma":[0.9985461,0.00007763728,0.0008680014,0.000005954433,0.0004198183,0.000001109906,9.539393e-7,0.00002076009,0.00005961325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3797791,"threshold_uncertainty_score":0.2727361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009415013078184428,"score_gpt":0.2295907110691096,"score_spread":0.2201756979909252,"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."}}