{"id":"W117500030","doi":"10.32920/ryerson.14639358","title":"The attribution of meaning and emotion to song lyrics","year":2021,"lang":"en","type":"article","venue":"","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Lyrics; Psychology; Meaning (existential); Linguistics; Attribution; Popular music; Poetry; Literature; Art; Social psychology; Philosophy","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":[0.0001528748,0.00002529395,0.00004622164,0.00001127753,0.0002299082,0.0000457298,0.00002075282,0.000009667448,0.0002768856],"category_scores_gemma":[0.00004478215,0.00001607662,0.0000102806,0.00001758748,0.00003264362,0.00005346578,0.00001623629,0.00002969299,0.00001615049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000769144,"about_ca_system_score_gemma":0.00002596157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001075544,"about_ca_topic_score_gemma":0.001509421,"domain_scores_codex":[0.9996934,0.00001506858,0.00009328753,0.00005072619,0.00007071122,0.00007680695],"domain_scores_gemma":[0.9997336,0.0000490819,0.00002135944,0.00005783832,0.0001091649,0.00002898494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002413869,0.000004560977,0.0006200717,0.00001453069,0.000002605053,3.778983e-7,0.0125621,0.000001193031,0.0001053538,0.9763521,0.001137326,0.009197397],"study_design_scores_gemma":[0.000201789,0.0001549902,0.01107986,0.00007244553,0.0000154384,0.000003187078,0.03747362,0.0002205908,0.002657766,0.01245198,0.9355558,0.0001125474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9270863,0.0002646208,0.0007487901,0.005921754,0.0004001608,0.000102066,0.000005429584,0.00002146434,0.06544942],"genre_scores_gemma":[0.9961827,0.0001237709,0.00009862654,0.0005943935,0.0001585861,0.000002228765,0.000003336089,0.000002067337,0.002834307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9639001,"threshold_uncertainty_score":0.3031704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06606528553567373,"score_gpt":0.2750615024503967,"score_spread":0.208996216914723,"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."}}