{"id":"W7033767247","doi":"","title":"Romanttisten sanoitusten kategorisointi suomenkielisessä populaarimusiiikissa vuosina 2015−2021 : juhannuksen ja koronaviruspandemian vaikutus","year":2022,"lang":"fi","type":"other","venue":"Jyväskylä University Digital Archive (University of Jyväskylä)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statistical analysis; Quarter (Canadian coin); Sample (material)","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":[],"consensus_categories":[],"category_scores_codex":[0.001402617,0.0003114446,0.0003904425,0.0005731286,0.001670337,0.002376669,0.0004487038,0.0005695652,0.02056989],"category_scores_gemma":[0.001425847,0.0002568208,0.0004824653,0.001146035,0.0006265691,0.0006814743,0.001993738,0.001476449,0.003593724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002298583,"about_ca_system_score_gemma":0.005178094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03252164,"about_ca_topic_score_gemma":0.06691251,"domain_scores_codex":[0.999173,0.0001727104,0.00004426131,0.0001813532,0.0002033117,0.0002252478],"domain_scores_gemma":[0.9995289,0.00007639586,0.00009185154,0.00004802386,0.0001401618,0.0001147567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001415727,0.000417368,0.2751883,0.001726932,0.0002652699,0.002150811,0.02517859,0.0008161093,0.02001556,0.1195492,0.1391508,0.4141254],"study_design_scores_gemma":[0.00002869918,0.000123461,0.1630292,0.0003250276,0.00004167852,0.0003406495,0.004621299,0.0001591774,0.00256318,0.001584695,0.827152,0.00003100728],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5350946,0.0252524,0.004235655,0.01473668,0.001950435,0.0003427916,0.0164636,0.0003731561,0.4015507],"genre_scores_gemma":[0.6767412,0.01219529,0.004637823,0.00233066,0.0003531295,0.0003108289,0.01234002,0.0002959728,0.2907951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03252164,"threshold_uncertainty_score":0.06881315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01036902309955402,"score_gpt":0.1950433323780476,"score_spread":0.1846743092784935,"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."}}