{"id":"W7085564647","doi":"10.1016/j.compositesa.2025.109343","title":"Evaluation of silver coatings fabricated from molecular inks for lightning strike protection of aircraft composite structures","year":2025,"lang":"en","type":"article","venue":"Composites Part A Applied Science and Manufacturing","topic":"Primate Behavior and Ecology","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Composite number; Lightning (connector); Lightning strike; Electrical resistivity and conductivity; Electric arc; Carbon fiber reinforced polymer; Fiber; Polymer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009052146,0.0001378621,0.0002733903,0.0002678387,0.0002266144,0.00003305025,0.0002446543,0.0001025793,0.00003731732],"category_scores_gemma":[0.00003073418,0.0001327482,0.0000392143,0.0002203061,0.0003008785,0.00008534018,0.0001273715,0.0001128825,0.000001332059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007448057,"about_ca_system_score_gemma":0.00008620261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000123766,"about_ca_topic_score_gemma":0.000006511779,"domain_scores_codex":[0.9985659,0.00004724815,0.0003443914,0.0004171337,0.0003724621,0.0002528227],"domain_scores_gemma":[0.9991487,0.00009360554,0.0002197799,0.0002469495,0.0002463561,0.00004465925],"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":[0.00008757199,0.00004918256,0.00093785,0.00003048333,0.00003435517,2.667379e-7,0.0006548361,0.0004704707,0.9784755,0.001145711,0.0000310051,0.01808283],"study_design_scores_gemma":[0.0008995683,0.00006106722,0.06438842,0.00002863833,0.000193863,0.000001187774,0.0002077806,0.001584368,0.9284713,0.003957064,0.00009508483,0.0001116393],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872399,0.000128419,0.009349181,0.00004387911,0.0002248094,0.0009717348,0.00001595187,0.00003431532,0.001991806],"genre_scores_gemma":[0.9984546,0.000001378857,0.001264647,0.00005993659,0.00001348186,0.0001709742,0.0000186339,0.000007281032,0.000009108888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06345057,"threshold_uncertainty_score":0.5413313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03417941230466344,"score_gpt":0.3196556593089005,"score_spread":0.2854762470042371,"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."}}