{"id":"W3211972627","doi":"10.32920/ryerson.14656521.v1","title":"Pyramid - The Resonator of waves","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Resonator; Reflection (computer programming); Pyramid (geometry); Physics; Optics; Energy (signal processing); Mechanical wave; Acoustics; Longitudinal wave; Wave propagation; Computer science","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":[0.00004809454,0.0001407073,0.000235784,0.00000763201,0.00006110407,0.00003043441,0.0002084856,0.00002870221,0.0008985774],"category_scores_gemma":[0.000001892201,0.00008124528,0.00020935,0.00003818146,0.0002766286,0.00001499804,0.001080718,0.0002259604,0.000008896051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005863245,"about_ca_system_score_gemma":0.00003272268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002534438,"about_ca_topic_score_gemma":8.648516e-7,"domain_scores_codex":[0.9993768,0.00003132846,0.0001659415,0.0001855419,0.0001255674,0.0001147977],"domain_scores_gemma":[0.9994546,0.00006638876,0.00007362254,0.0003256742,0.00005563166,0.00002406082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002445272,0.00009938944,0.0004630464,0.00001839456,0.0001876024,2.1305e-7,0.0005276711,0.000007268902,0.0007051967,0.9970499,0.0003344255,0.0006044492],"study_design_scores_gemma":[0.00006848876,0.000009694254,0.0001111114,0.00004607893,0.00002954778,3.258245e-8,0.00324267,0.00005410997,0.07313848,0.9228813,0.0003007098,0.0001177505],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1037712,0.0007784393,0.0008897902,0.0004719314,0.000284526,0.0001634937,0.00005144242,0.00001569511,0.8935735],"genre_scores_gemma":[0.9984728,0.000007411991,0.0002037405,0.00004018997,0.0002104158,0.00002944565,0.00003656228,0.00001025206,0.0009892504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8947015,"threshold_uncertainty_score":0.9838793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009475321519975115,"score_gpt":0.2548620517949265,"score_spread":0.2453867302749514,"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."}}