{"id":"W4384817352","doi":"10.5406/19452349.40.4.02","title":"The 701 Articles of <i>American Music</i>: A Quantitative Study of Forty Years of Scholarship","year":2022,"lang":"en","type":"article","venue":"American Music","topic":"Musicology and Musical Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Musicology; Period (music); History; Library science; Media studies; Sociology; Literature; Art; Political science; Aesthetics; Law; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.009528883,0.0002723057,0.0004647924,0.0159226,0.0042697,0.006908636,0.001034024,0.001120731,0.003909986],"category_scores_gemma":[0.06326756,0.0004701214,0.0002972709,0.01471132,0.003451714,0.00669632,0.004457844,0.001268269,0.001240856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002256649,"about_ca_system_score_gemma":0.001841691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002574136,"about_ca_topic_score_gemma":0.004243928,"domain_scores_codex":[0.9925153,0.001998202,0.0009845805,0.0006726959,0.003354755,0.0004744114],"domain_scores_gemma":[0.8430297,0.08566588,0.03704888,0.003556677,0.0237658,0.006933054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000302947,0.0003484653,0.5314943,0.001143784,0.0001322555,0.0006478371,0.3887936,0.00009477601,0.002418811,0.003736349,0.01648232,0.05440465],"study_design_scores_gemma":[0.000007865113,0.0001989874,0.7745028,0.0005959854,0.00003068895,0.0004048393,0.193602,0.000140223,0.0004731328,0.0005850216,0.02940405,0.00005448226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882256,0.001829894,0.000217761,0.001326941,0.00006752524,0.00007434361,0.001509478,0.00001883579,0.0067296],"genre_scores_gemma":[0.98932,0.002664141,0.0007692093,0.0007981439,0.0004536634,0.0004585997,0.002022008,0.00006832583,0.003445843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9840774,"threshold_uncertainty_score":0.05039418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07218804054039557,"score_gpt":0.2763642748258666,"score_spread":0.204176234285471,"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."}}