{"id":"W4415012522","doi":"10.30665/av.163718","title":"Hae mukaan Avaimen artikkelityöpajaan 6.11. mennessä!","year":2025,"lang":"fi","type":"article","venue":"AVAIN - Kirjallisuudentutkimuksen aikakauslehti","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Government (linguistics); Natural (archaeology); Order (exchange); Immigration","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":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.01122443,0.001433163,0.001788439,0.001089249,0.005677312,0.002999556,0.006518159,0.001499692,0.008115108],"category_scores_gemma":[0.003009812,0.001497284,0.001048035,0.00690868,0.006702456,0.002429638,0.002141701,0.001825447,0.00490202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002381276,"about_ca_system_score_gemma":0.003673677,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02594336,"about_ca_topic_score_gemma":0.02195058,"domain_scores_codex":[0.9803295,0.00393176,0.002335866,0.003013892,0.00541675,0.004972253],"domain_scores_gemma":[0.9917531,0.002236641,0.0008972353,0.002207825,0.001116678,0.001788524],"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":[0.0002874911,0.002352342,0.07815045,0.0005736426,0.001178429,0.0004772868,0.05238956,0.00006225973,0.00195152,0.4519226,0.3015639,0.1090906],"study_design_scores_gemma":[0.001635545,0.0002533221,0.01387026,0.0005805495,0.0002939126,0.000004918129,0.02896883,0.0003866114,0.0009813003,0.03020986,0.9211516,0.001663295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1341042,0.00467102,0.000438907,0.04571163,0.01024772,0.003875773,0.0001912322,0.0008755159,0.799884],"genre_scores_gemma":[0.7882897,0.004365151,0.0006449851,0.002938285,0.002422128,0.0002795217,0.00007263146,0.0001269144,0.2008607],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6541855,"threshold_uncertainty_score":0.9998418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03103234937225968,"score_gpt":0.3998135035027552,"score_spread":0.3687811541304956,"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."}}