{"id":"W1141746181","doi":"10.1299/jsmekansai.2012.87._1-43_","title":"118 Dynamics and energy transfer in periodic motion representing statistics of isotropic","year":2012,"lang":"en","type":"article","venue":"The Proceedings of Conference of Kansai Branch","topic":"Scientific Research and Discoveries","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Isotropy; Dynamics (music); Motion (physics); Energy transfer; Statistical physics; Energy (signal processing); Transfer (computing); Physics; Classical mechanics; Statistics; Mathematics; Computer science; Engineering physics; Acoustics; Optics","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":[0.000265772,0.00007549063,0.0001847332,0.00006876013,0.00003784344,0.00003319846,0.0001557779,0.00002053715,0.0001124942],"category_scores_gemma":[0.00002854124,0.00005755638,0.00003019611,0.0001550876,0.0003168745,0.0003069646,0.00003892328,0.00007138803,3.118448e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005571525,"about_ca_system_score_gemma":0.00003990627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005199252,"about_ca_topic_score_gemma":0.00001954288,"domain_scores_codex":[0.9992189,0.000009016698,0.0002545406,0.0001063687,0.0002133644,0.0001978284],"domain_scores_gemma":[0.9995142,0.00004440845,0.00009208811,0.00007079914,0.000234912,0.00004363218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004115565,0.00009745682,0.3266173,0.0001400173,0.00001975212,1.856266e-8,0.002961642,0.000003358025,0.02565548,0.628368,0.00003764234,0.01605815],"study_design_scores_gemma":[0.002169061,0.0002852707,0.3804678,0.000472764,0.00009703416,0.000002275747,0.02181104,0.01647221,0.4816312,0.09596826,0.0001670154,0.000456043],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722861,0.00006214136,0.02079846,0.00006351424,0.00003045725,0.00006367573,0.00006698122,0.000002461542,0.006626202],"genre_scores_gemma":[0.9994183,0.00001950874,0.000256938,0.000001802648,0.00002456671,0.000006562048,0.000007739954,0.000004772753,0.0002598696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5323998,"threshold_uncertainty_score":0.2347081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174459447969216,"score_gpt":0.247298122219458,"score_spread":0.2298521774225364,"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."}}