{"id":"W6992982062","doi":"","title":"New protocol for testing mechanically attached single-ply roofing system","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Test (biology); Communications protocol; Data collection system; Materials testing","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":[0.00007529887,0.0001113875,0.0001510264,0.0000417017,0.00006462445,0.00005847884,0.00009386175,0.00005524254,0.00009155065],"category_scores_gemma":[0.00006609668,0.00009598023,0.00005917122,0.0002317796,0.000002763542,0.00008570709,0.0000127972,0.00005189783,0.000007738514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000823706,"about_ca_system_score_gemma":0.00001093602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006487058,"about_ca_topic_score_gemma":0.000006453499,"domain_scores_codex":[0.999331,0.000008241173,0.000227749,0.0001364935,0.0001048559,0.0001916342],"domain_scores_gemma":[0.9996533,0.00005401232,0.00004194203,0.0001174586,0.00006514721,0.00006812649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005552744,0.00001694132,0.000866698,0.0005661262,0.0001137347,0.000009422683,0.0001074046,0.3059848,0.4596166,0.004032937,0.002770798,0.225859],"study_design_scores_gemma":[0.0005954533,0.00005245394,0.000146199,0.0001171293,0.00002853177,0.00001517819,0.00002342461,0.9857486,0.009906545,0.0007563919,0.002432175,0.0001779155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002696385,0.000003252308,0.9461944,0.00008214781,0.0001052978,0.03052095,0.000001755266,0.0007254601,0.01967037],"genre_scores_gemma":[0.4371014,1.770995e-7,0.5219317,0.00003758006,0.0006233524,0.03971389,0.00001060928,0.00007030367,0.0005110046],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6797638,"threshold_uncertainty_score":0.391396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04404610157891178,"score_gpt":0.2588794155150201,"score_spread":0.2148333139361084,"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."}}