{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.00099493,0.002558948,0.003905876,0.002881443,0.0007265483,0.0002699046,0.004686681,0.001941294,0.1576742],"category_scores_gemma":[0.0001774011,0.003493796,0.002213533,0.002753418,0.002323802,0.0009121502,0.004140521,0.002219449,0.01100907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818272,"about_ca_system_score_gemma":0.001594611,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01214732,"about_ca_topic_score_gemma":0.01421846,"domain_scores_codex":[0.9879199,0.001260929,0.00135044,0.003731972,0.002934699,0.00280203],"domain_scores_gemma":[0.9901494,0.000418094,0.002897725,0.003950677,0.0009509629,0.001633143],"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":[0.003818732,0.005768823,0.02484581,0.005434589,0.01524773,0.01153558,0.02825294,0.0003572408,0.01917486,0.0009036004,0.83613,0.04853014],"study_design_scores_gemma":[0.007902325,0.000566689,0.01335154,0.002960197,0.003053012,0.0002257377,0.03957008,0.001255599,0.0003261415,0.00005922219,0.9274886,0.00324084],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1011377,0.006299789,0.0006938286,0.002583755,0.004248815,0.00414324,0.01319796,0.0008858199,0.8668091],"genre_scores_gemma":[0.07531014,0.001427562,0.004846676,0.0002273699,0.000897497,0.000003259821,0.006205364,0.001729066,0.9093531],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1466652,"threshold_uncertainty_score":0.9993544,"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."}}