{"id":"W4412803456","doi":"10.1109/pn66844.2025.11097186","title":"Opto-Mechanical Interaction in Air-Gap Coupled System","year":2025,"lang":"en","type":"article","venue":"","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Air gap (plumbing); Mechanical system; Computer science; Materials science; Artificial intelligence; Composite material","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":[0.00006091678,0.00007141104,0.0001173032,0.00007603723,0.00001067405,0.00001176287,0.00006699712,0.00006389585,0.00008768776],"category_scores_gemma":[0.00001255,0.00006242488,0.00002810237,0.0001571001,0.000004746436,0.00008703962,0.000016583,0.0001127819,0.00007003149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001085489,"about_ca_system_score_gemma":0.000005522446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007149074,"about_ca_topic_score_gemma":0.00008758383,"domain_scores_codex":[0.9995683,0.000007351945,0.0001594272,0.00009772946,0.00004851515,0.0001187196],"domain_scores_gemma":[0.9997974,0.00005824145,0.000005755342,0.00009789215,0.00001195941,0.00002873477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001298258,0.0002226924,0.00489525,0.002502363,0.0003236631,0.0001054036,0.0002531566,0.07988154,0.3064176,0.5857955,0.009706813,0.009766238],"study_design_scores_gemma":[0.0003081705,0.000009814452,0.0007392257,0.0001688499,0.000008951421,0.000002128877,0.0006128583,0.9786798,0.01645198,0.0001093212,0.002800413,0.0001084495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9196889,0.0001158909,0.005746651,0.00009606,0.001321232,0.0001174849,9.079031e-7,0.0004222844,0.07249054],"genre_scores_gemma":[0.9992615,0.000008009304,0.0002860537,0.00008749009,0.00002496584,0.00001124085,0.000002383689,0.000007050502,0.0003113299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8987983,"threshold_uncertainty_score":0.2545613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01102445315068148,"score_gpt":0.2420539275821695,"score_spread":0.2310294744314881,"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."}}