{"id":"W4415944314","doi":"10.61201/tup.1107.c1945","title":"Kestävyysseikat tilintarkastuskertomuksessa ja tilintarkastusyhtiön koko","year":2025,"lang":"fi","type":"book-chapter","venue":"Tampere University Press eBooks","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Affect (linguistics); Work (physics); Class (philosophy)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001403865,0.001007765,0.000887435,0.001428153,0.002448992,0.006313326,0.0009574663,0.001867902,0.0951546],"category_scores_gemma":[0.002745812,0.0005392046,0.00121923,0.0009254435,0.001945692,0.003471727,0.004242634,0.003649456,0.03526055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001579865,"about_ca_system_score_gemma":0.003201127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002211614,"about_ca_topic_score_gemma":0.005879491,"domain_scores_codex":[0.9988002,0.0001704732,0.0001096718,0.0002498666,0.0004757834,0.0001940735],"domain_scores_gemma":[0.9984137,0.0003172764,0.0001773284,0.0001646771,0.0005440384,0.0003829691],"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":[0.002194929,0.0008133019,0.01336596,0.005198207,0.0002496688,0.005841814,0.01054638,0.0009316541,0.09936861,0.0423793,0.105216,0.7138943],"study_design_scores_gemma":[0.00005701545,0.0004713609,0.01129339,0.001202226,0.0001514451,0.006768115,0.005582713,0.0005131731,0.02072204,0.006978508,0.9461455,0.0001145137],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.217357,0.0767625,0.05297748,0.02730677,0.01603789,0.0007580114,0.002667268,0.003143291,0.6029898],"genre_scores_gemma":[0.282294,0.03817946,0.04182069,0.005121791,0.002315707,0.0005068318,0.002715238,0.001918353,0.6251279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0951546,"threshold_uncertainty_score":0.3183239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05336099698185852,"score_gpt":0.2987726997490317,"score_spread":0.2454117027671732,"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."}}