{"id":"W7117536808","doi":"10.18280/isi.301107","title":"Enhancing Gas Sensor Material Prediction and Post-Deposition Structural Analysis Using Deep Learning and Bio-Inspired Hyperparameter Optimization","year":2025,"lang":"","type":"article","venue":"Ingénierie des systèmes d information","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Deep learning; Hyperparameter; Artificial neural network; Pattern recognition (psychology); Hyperparameter optimization","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003612829,0.0008924532,0.0004958163,0.0004671223,0.000190221,0.0005455914,0.0007213091,0.0008541559,0.001124726],"category_scores_gemma":[0.0009525021,0.0003875332,0.000535525,0.0003384497,0.0003013705,0.0009670214,0.0004401055,0.0006984939,0.0003678344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006055193,"about_ca_system_score_gemma":0.0005892352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002325173,"about_ca_topic_score_gemma":0.004081703,"domain_scores_codex":[0.9998926,0.00001569903,0.00000497335,0.00003175093,0.00004118103,0.00001379476],"domain_scores_gemma":[0.9997235,0.0001239121,0.00004366247,0.0000342338,0.00006339961,0.00001128767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001157771,0.0001291995,0.001451331,0.00008635307,0.00004925761,0.00008172081,0.00002733459,0.8900582,0.03931512,0.001197179,0.0007683379,0.06672012],"study_design_scores_gemma":[0.000001316361,0.000005988816,0.00007999791,0.000001022416,0.000002193552,0.000004449211,0.000001406552,0.9964575,0.0030578,0.0003128561,0.00007385055,0.00000153395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.170749,0.0006179461,0.8223121,0.0003153359,0.00007005664,0.00004297639,0.0001874227,0.002312769,0.003392338],"genre_scores_gemma":[0.8898425,0.0002367734,0.1065723,0.0001197951,0.00002306006,0.00004913557,0.0002410373,0.0001782349,0.002737176],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002325173,"threshold_uncertainty_score":0.004623294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004803693726516353,"score_gpt":0.2106272286252934,"score_spread":0.2058235348987771,"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."}}