{"id":"W7118335557","doi":"10.23983/mv.177427","title":"Viestinnän teorian kenttä","year":2025,"lang":"fi","type":"article","venue":"Media & viestintä","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Subject (documents); Government (linguistics)","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":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.005392087,0.0004475248,0.0006745907,0.0003713963,0.002448879,0.0007799211,0.002501283,0.0004592027,0.004385259],"category_scores_gemma":[0.02264814,0.0004275513,0.0002879505,0.004789342,0.00538225,0.0005936169,0.000658214,0.000893536,0.001892701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006801921,"about_ca_system_score_gemma":0.003091699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009111091,"about_ca_topic_score_gemma":0.008913982,"domain_scores_codex":[0.9923638,0.001378977,0.000820643,0.00100701,0.002465142,0.001964446],"domain_scores_gemma":[0.9942462,0.003400852,0.0002825482,0.0006633654,0.0005932093,0.0008138035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006195674,0.0004182825,0.04580682,0.0002230755,0.0001419093,0.00007704544,0.09446676,0.000009144066,0.000488044,0.2250403,0.1382859,0.4949808],"study_design_scores_gemma":[0.0004264938,0.00008939462,0.012055,0.0004217215,0.00007010591,9.625863e-7,0.03436622,0.00007309056,0.0003293468,0.02745086,0.9242249,0.0004918966],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03745411,0.003334458,0.000132824,0.0532048,0.01500526,0.0010906,0.00005395736,0.00033607,0.8893879],"genre_scores_gemma":[0.8886796,0.003795818,0.001586917,0.001632452,0.004406051,0.0001673491,0.00001556105,0.00004127915,0.09967498],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8512255,"threshold_uncertainty_score":0.9998176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04709359928209821,"score_gpt":0.4129848398077537,"score_spread":0.3658912405256555,"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."}}