{"id":"W7118968970","doi":"10.23982/vir.163133","title":"Mitä tutkimme, kun käytämme Suomi24-korpusta?","year":2025,"lang":"fi","type":"article","venue":"Virittäjä","topic":"Semiotics and Cultural Interpretation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; Context (archaeology); Government (linguistics); Quarter (Canadian coin)","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":[0.0003477411,0.0004411007,0.0005115737,0.0002463151,0.0002406126,0.000232869,0.0005574067,0.0005853974,0.006162846],"category_scores_gemma":[0.0001834097,0.0004233802,0.0003435969,0.0006949821,0.0002057905,0.0001604176,0.0001425275,0.0006144464,0.004876687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001633872,"about_ca_system_score_gemma":0.0001038001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005320444,"about_ca_topic_score_gemma":0.0001346576,"domain_scores_codex":[0.9971955,0.0002815348,0.0007528982,0.000794881,0.0002465173,0.0007286847],"domain_scores_gemma":[0.9983482,0.0002648734,0.0002094724,0.000797321,0.0002264378,0.000153669],"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":[0.0005136462,0.000853968,0.004486281,0.0003038663,0.00113273,0.0001345287,0.005024732,0.00003355872,0.01827353,0.3197054,0.5582746,0.09126315],"study_design_scores_gemma":[0.002197429,0.0003068002,0.02335474,0.0005746956,0.0004110174,0.00002761958,0.002711889,0.001441114,0.004007405,0.007581296,0.9566385,0.0007475202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1809921,0.01336325,0.001815473,0.01584867,0.01185187,0.0008148477,0.000131833,0.0002202928,0.7749617],"genre_scores_gemma":[0.7514918,0.0002492492,0.0002151113,0.006189783,0.0004073351,0.00003150576,0.00006664269,0.0000409944,0.2413076],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5704997,"threshold_uncertainty_score":0.9998218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0148155040649136,"score_gpt":0.3474966963372446,"score_spread":0.332681192272331,"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."}}