{"id":"W2033883629","doi":"10.3390/ma7010484","title":"Plastron Respiration Using Commercial Fabrics","year":2014,"lang":"en","type":"article","venue":"Materials","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Trent University; Nottingham Trent University","keywords":"Membrane; Oxygen; Carbon dioxide; Respiration; Chemistry; Materials science; Chemical engineering; Botany; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0007818249,0.0001068546,0.0001840129,0.00004187515,0.0001669187,0.0001750129,0.0001494564,0.00006820177,0.001852197],"category_scores_gemma":[0.0001106219,0.00009865387,0.00002216398,0.00006305524,0.00005190291,0.0001534002,0.00004731405,0.00002861081,0.0006772898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004927346,"about_ca_system_score_gemma":0.00002102575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002223742,"about_ca_topic_score_gemma":0.00001096298,"domain_scores_codex":[0.998845,0.000271523,0.0002832333,0.0002139161,0.0001839045,0.0002024428],"domain_scores_gemma":[0.999505,0.00004277422,0.00009186463,0.0002578992,0.00004917898,0.00005329771],"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":[0.00002820291,0.00001774922,0.0002901591,0.000007453627,7.820621e-7,2.664444e-7,0.00009908895,0.0002490198,0.998235,0.0006907119,0.000168609,0.0002128998],"study_design_scores_gemma":[0.0002211384,0.00003132558,0.003527991,0.000007571636,0.000006028855,0.000002230626,0.00001503973,0.000691483,0.9902024,0.000119356,0.005054029,0.0001214601],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885954,0.000003976035,0.009338959,0.00009670796,0.001184083,0.0001176105,0.00002668122,0.00009667529,0.000539881],"genre_scores_gemma":[0.9969845,6.935163e-7,0.002365246,0.0002777368,0.0002600233,0.000006625127,0.00001475131,0.00001440011,0.00007607106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008389027,"threshold_uncertainty_score":0.9990603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04350420732134794,"score_gpt":0.2713428100742445,"score_spread":0.2278386027528966,"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."}}