{"id":"W7061256587","doi":"","title":"Perceived benefits of choral singing : social, intellectual, and emotional aspects of group singing","year":2007,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Choir; Singing; Sample (material); Interpersonal communication","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004443157,0.0005431654,0.0007564169,0.0005546677,0.0004523414,0.00005044638,0.0002767241,0.0005450633,0.00007426486],"category_scores_gemma":[0.0002889055,0.000643654,0.0002302082,0.0006004726,0.00007704502,0.0004372238,0.00006458216,0.0008268867,0.000008647956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003214069,"about_ca_system_score_gemma":0.00002254844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007520132,"about_ca_topic_score_gemma":0.0003810845,"domain_scores_codex":[0.9974586,0.00006141598,0.0008845773,0.0004762569,0.0005421111,0.0005770843],"domain_scores_gemma":[0.9987779,0.000257095,0.0002874085,0.0002415827,0.0002742519,0.0001617839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001784697,0.0003438238,0.0002795587,0.002490577,0.0006218307,0.00002650676,0.0003703864,0.004676992,0.69216,0.06693713,0.000005163916,0.2319096],"study_design_scores_gemma":[0.004960217,0.0009675847,0.1728021,0.00840233,0.00148763,0.0001449511,0.005564814,0.03399114,0.7431774,0.01873798,0.003075577,0.006688284],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839494,0.0006498787,0.00000385389,0.000001665729,0.0005196094,0.0002335333,0.0002948502,0.0001874191,0.01415979],"genre_scores_gemma":[0.9984652,0.0002597079,0.0006227493,0.00001402426,0.00006144052,0.000008631355,0.000312353,0.0001664279,0.00008947318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2252214,"threshold_uncertainty_score":0.9996015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174153609783021,"score_gpt":0.2432621469214908,"score_spread":0.2258467859431887,"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."}}