{"id":"W7014508759","doi":"","title":"Pienten yhtiöiden tilinpäätösten varmentamisen kehittäminen Suomessa : Haastattelututkimus tilintarkastajan näkökulmasta","year":2021,"lang":"fi","type":"other","venue":"UTUPub (University of Turku)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009080917,0.0006568478,0.0004880734,0.0007653229,0.003202576,0.005012074,0.0008783508,0.00143605,0.07547013],"category_scores_gemma":[0.001629472,0.0003435354,0.0005707651,0.0006741166,0.001167554,0.002747183,0.003644336,0.002372492,0.02169085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001744574,"about_ca_system_score_gemma":0.003621632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005040478,"about_ca_topic_score_gemma":0.01703992,"domain_scores_codex":[0.9991197,0.0001033875,0.00004604819,0.0001949848,0.000323019,0.0002128128],"domain_scores_gemma":[0.9990914,0.0001612288,0.00009105726,0.00007227147,0.0003368863,0.000247062],"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":[0.002282199,0.001023595,0.03549418,0.00284869,0.0001676638,0.004905832,0.03972704,0.0007244615,0.07497541,0.08876172,0.1115261,0.637563],"study_design_scores_gemma":[0.00002827839,0.0002856025,0.01618818,0.0004849822,0.00006766112,0.001037346,0.01299361,0.000248821,0.01097917,0.005695401,0.9519244,0.00006665813],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2441027,0.01162222,0.01386683,0.01635648,0.004092362,0.0003075738,0.001874955,0.001124235,0.7066526],"genre_scores_gemma":[0.3096873,0.004846736,0.01027767,0.002273619,0.0004802419,0.0001793192,0.001290495,0.0005821216,0.6703826],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07547013,"threshold_uncertainty_score":0.2524727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01596649700233519,"score_gpt":0.2098395331256231,"score_spread":0.1938730361232879,"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."}}