{"id":"W1935098265","doi":"10.1177/102986490400800205","title":"The Application of Q-Methodology to the Study of Criteria Used by Adolescents in the Evaluation of Their Musical Compositions","year":2004,"lang":"en","type":"article","venue":"Musicae Scientiae","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Psychology; Musical; Music education; Curriculum; sort; Focus group; Composition (language); Mathematics education; Developmental psychology; Pedagogy; Computer science; Visual arts; Linguistics","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":[0.002914072,0.00008634818,0.0001499417,0.0001075894,0.0003691777,0.00007013208,0.0006024849,0.0000209994,0.00015423],"category_scores_gemma":[0.00009895967,0.00004356344,0.0000526777,0.0002872587,0.0005179882,0.00009554332,0.00007495916,0.00008583351,0.00001329058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000369255,"about_ca_system_score_gemma":0.00007710301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156857,"about_ca_topic_score_gemma":0.007595695,"domain_scores_codex":[0.9978722,0.0007907835,0.0003923029,0.0001934996,0.0006182577,0.0001329617],"domain_scores_gemma":[0.9984918,0.0002682754,0.0002254347,0.0005528755,0.0004395585,0.00002204235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004752231,0.003090935,0.0004352392,0.00002110806,0.00004347234,9.915129e-8,0.8561722,0.000538233,0.01334129,0.1163901,0.005696771,0.004223043],"study_design_scores_gemma":[0.005347936,0.001201252,0.1538851,0.0002151742,0.0005024425,0.000002782104,0.7236184,0.001410591,0.00455398,0.02321618,0.08560926,0.000436907],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941254,0.00002334672,0.0003483839,0.001961834,0.00071507,0.001348681,0.00004396894,0.0000061683,0.001427203],"genre_scores_gemma":[0.9994295,4.560534e-7,0.00005631196,0.0002348435,0.000102438,0.0001332986,0.00001388721,0.000005475758,0.00002382489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1534499,"threshold_uncertainty_score":0.4238576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2031201755989141,"score_gpt":0.3715766917587938,"score_spread":0.1684565161598797,"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."}}