{"id":"W7009197991","doi":"","title":"Development of an automated artificial ageing test apparatus for sealants and comparison with outdoor exposure testing","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sealant; Ageing; Test (biology); Test method; Materials testing; Artificial light","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":[0.00007602249,0.0001374215,0.0002978534,0.00006252724,0.0001168612,0.00002831771,0.00008105345,0.00004195825,0.000008744434],"category_scores_gemma":[0.00003256254,0.0001147078,0.000014483,0.0001191383,0.00003173444,0.00008320836,0.00001673132,0.00004122062,0.000001568058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001951439,"about_ca_system_score_gemma":0.00001990673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000040658,"about_ca_topic_score_gemma":0.00001918453,"domain_scores_codex":[0.9991981,0.000009849162,0.0003315006,0.0001404325,0.0001305735,0.0001895756],"domain_scores_gemma":[0.9996096,0.00008652543,0.0000710794,0.0001047435,0.00006546782,0.00006254068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002701275,0.00001781008,0.006523042,0.00008274343,0.00004550565,0.000007453481,0.0006553151,0.004440163,0.9829367,0.00000735292,0.00004305951,0.005213868],"study_design_scores_gemma":[0.0003828121,0.0001297102,0.1303145,0.00006527988,0.00003743756,0.00003613981,0.00007290885,0.3117651,0.556819,0.0000523039,0.00007335444,0.0002515003],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985847,0.00001553573,0.0006115438,0.000005144432,0.00004255394,0.0001601654,0.00001032205,0.000363855,0.0002061717],"genre_scores_gemma":[0.8524647,3.604653e-7,0.1474371,0.000002833974,0.00003969211,0.0000135547,0.00001976247,0.0000182506,0.000003740061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4261177,"threshold_uncertainty_score":0.4677647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03428360450988097,"score_gpt":0.2595914883634817,"score_spread":0.2253078838536007,"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."}}