{"id":"W7036259608","doi":"","title":"Canadian survey of low slope roofs: presentation of BELCAM data set","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Stonefly species taxonomy and ecology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Envelope (radar); Data set; Roof; Building envelope; Asphalt; Flashing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001550035,0.000054484,0.0001227544,0.00007356001,0.0000162858,0.00000363783,0.0002366542,0.00005240052,0.001291908],"category_scores_gemma":[0.00006912761,0.0000616157,0.00001060047,0.0001564308,0.000024348,0.00009709033,0.00003266606,0.00005150594,0.000025168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005037929,"about_ca_system_score_gemma":0.0000566612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05401914,"about_ca_topic_score_gemma":0.6329836,"domain_scores_codex":[0.9995165,0.00002107138,0.000156928,0.00009029249,0.0000561417,0.0001590907],"domain_scores_gemma":[0.9994706,0.00006604671,0.00002514297,0.0003393782,0.00003643156,0.00006242235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004617783,0.00005199434,0.7923108,0.0001802294,0.0001900262,0.00002134654,0.0005051271,0.01641635,0.005877117,0.0003902595,0.1510985,0.03291211],"study_design_scores_gemma":[0.0002536613,0.00002931145,0.9538967,0.00001187912,0.000008679008,0.000005013424,0.0000747079,0.02110166,0.002339012,0.0000768817,0.0220866,0.0001158822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9415604,0.00005685155,0.0005251957,0.00007695883,0.0002867061,0.0001156205,0.0004761538,0.00002357984,0.05687848],"genre_scores_gemma":[0.9990015,0.00005600532,0.0004279835,0.0000145001,0.00002680982,0.000003461785,0.0003218981,0.000008102793,0.0001397408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5789645,"threshold_uncertainty_score":0.999621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05033473017544954,"score_gpt":0.2547620187098718,"score_spread":0.2044272885344223,"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."}}