{"id":"W7000480459","doi":"","title":"Exterior claddings face trial by fire","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Intermetallics and Advanced Alloy Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","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":[0.00002854158,0.00009514498,0.000107058,0.00001334897,0.0000318422,0.000036792,0.0001026867,0.00003975925,0.0002584958],"category_scores_gemma":[0.000009065386,0.00008246065,0.00004513571,0.00004241168,0.000012014,0.00009894052,0.00000849463,0.00009378882,0.00005793372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002077718,"about_ca_system_score_gemma":0.000002716771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.722544e-7,"about_ca_topic_score_gemma":1.521742e-7,"domain_scores_codex":[0.9995411,0.000003946768,0.0001130929,0.00009284502,0.00007614701,0.0001728931],"domain_scores_gemma":[0.9998321,0.000005920824,0.00001072627,0.0001031402,0.000009501142,0.00003862777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002432544,0.00001979211,3.253354e-7,0.000008017402,0.00001099044,0.000003050428,0.0001046385,0.000281511,0.8570532,0.0005303757,0.01876353,0.1229813],"study_design_scores_gemma":[0.01013246,0.0006098038,0.00003880325,0.00007355693,0.00001648431,0.000007001754,0.00008172677,0.02946279,0.2580021,0.004865231,0.6960902,0.0006198257],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468135,0.000245658,0.0007600212,0.0003270752,0.0004333323,0.0001761599,0.00001088423,0.0003190375,0.05091434],"genre_scores_gemma":[0.9958592,0.00008483824,0.0008429391,0.0001860796,0.0001097596,0.000008681732,0.000004051843,0.00001446236,0.002889963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6773267,"threshold_uncertainty_score":0.3362648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007918241824495586,"score_gpt":0.2094549000565383,"score_spread":0.2015366582320428,"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."}}