{"id":"W3126109285","doi":"10.23982/vir.79619","title":"Koodinvaihdot ja prosodia","year":2021,"lang":"fi","type":"article","venue":"Virittäjä","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005162176,0.0003398663,0.0004868139,0.0001614043,0.0002691715,0.0001591478,0.0005679692,0.0006801037,0.02437825],"category_scores_gemma":[0.0002401468,0.0003746558,0.0002267696,0.0007791804,0.0004381943,0.00006370549,0.00041722,0.001177623,0.02117867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006380866,"about_ca_system_score_gemma":0.0005340966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002941542,"about_ca_topic_score_gemma":0.0002507282,"domain_scores_codex":[0.9963299,0.0006806821,0.0004890761,0.000964803,0.0003672997,0.001168216],"domain_scores_gemma":[0.997675,0.0002754279,0.0001045261,0.00128862,0.0002889936,0.0003674269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007219498,0.005235201,0.03627665,0.0004963945,0.001896146,0.00946511,0.02286401,0.000008038214,0.2501721,0.05742502,0.4321154,0.183324],"study_design_scores_gemma":[0.002009353,0.0004333509,0.09988926,0.00006941666,0.00008349041,0.0003689232,0.0005345284,0.0000833984,0.01708802,0.006118721,0.872746,0.0005755638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5172578,0.0308606,0.00009728292,0.01396889,0.005871092,0.000526246,0.000341024,0.0001169102,0.4309602],"genre_scores_gemma":[0.8090882,0.002290115,0.0002821412,0.001897128,0.0008195092,0.00006735569,0.00008841117,0.00007695505,0.1853901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4406306,"threshold_uncertainty_score":0.9998705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05835060769910953,"score_gpt":0.3731502566005376,"score_spread":0.3147996489014281,"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."}}