{"id":"W4391128509","doi":"10.2139/ssrn.4688248","title":"Ultrasound and Sonochemistry Enhance Education Outcomes: From Fundamentals and Applied Research to Entrepreneurial Potential","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Economic Development and Regional Competitiveness","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Sonochemistry; Ultrasound; Psychology; Engineering ethics; Medicine; Engineering; Acoustics; Radiology; Physics","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001927008,0.0002967185,0.0005179144,0.0003648528,0.0002311501,0.0005682045,0.0003536899,0.0002537952,0.000149574],"category_scores_gemma":[0.00006920837,0.0003273588,0.0001104749,0.00009250234,0.000109832,0.00006760156,0.0007111435,0.00263446,0.0002044664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00121987,"about_ca_system_score_gemma":0.001759846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00022646,"about_ca_topic_score_gemma":0.0001274472,"domain_scores_codex":[0.9971352,0.00003515197,0.0006456126,0.0009128908,0.00009460048,0.001176504],"domain_scores_gemma":[0.999115,0.0001312467,0.0002698728,0.0002520834,0.00005216341,0.0001795889],"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":[0.000410085,0.0004305356,0.05570312,0.000365067,0.002224977,0.000009877043,0.0028015,0.0001025345,0.004576801,0.90399,0.001947237,0.02743827],"study_design_scores_gemma":[0.0003225066,0.00003353015,0.01180833,0.0001253207,0.00002163582,0.00007035856,0.001240168,0.000006476142,0.000427507,0.9828705,0.002661726,0.0004119408],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97486,0.01604611,0.0003782911,0.001648013,0.001658117,0.0003367576,0.0001114214,0.00002064786,0.004940689],"genre_scores_gemma":[0.9827795,0.01045304,0.0002494585,0.0001096285,0.000997407,0.00006707211,0.00008306008,0.00004380424,0.005217043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0788805,"threshold_uncertainty_score":0.9999179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02596725535257289,"score_gpt":0.2827875127398308,"score_spread":0.2568202573872579,"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."}}