{"id":"W7035726971","doi":"","title":"Advancements and changes in the North American commercial roofing industry","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Public Works and Government Services Canada","keywords":"Roof; Building envelope; Envelope (radar); Building design; High rise","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001588618,0.00005246326,0.00005895497,0.00001215559,0.00009522048,0.000007485294,0.00008616636,0.00001408416,0.00009179662],"category_scores_gemma":[0.000009123432,0.00003580969,0.000006078972,0.0001707348,0.000159853,0.0000388882,0.0000881212,0.0001334798,0.00001279429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002047804,"about_ca_system_score_gemma":8.38482e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00010989,"about_ca_topic_score_gemma":0.009285724,"domain_scores_codex":[0.9995393,0.00001467398,0.00005487706,0.00009757247,0.0001208059,0.0001727955],"domain_scores_gemma":[0.9998579,0.00003256358,0.00002223787,0.00006294052,8.82613e-7,0.00002349889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003263917,0.00001618693,0.769598,6.392475e-7,9.904683e-7,0.000004365406,0.0007236612,0.000002567011,0.0002538268,0.000006195877,0.0005397785,0.2288505],"study_design_scores_gemma":[0.00008888592,0.00003340736,0.9823159,0.000002848569,0.000001589554,9.821507e-7,0.0007273901,0.000006136462,0.000130266,0.00004716968,0.01659689,0.00004852758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804045,0.000009836783,0.00001412431,0.001780188,0.00002544342,0.00005743295,0.000001394195,0.000005409641,0.01770168],"genre_scores_gemma":[0.9982436,0.00002465471,0.0002237064,0.001375569,0.000056484,0.000004438072,6.664184e-7,0.000002595791,0.00006827593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.228802,"threshold_uncertainty_score":0.5181652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479214307237695,"score_gpt":0.2515494395842994,"score_spread":0.2367572965119224,"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."}}