{"id":"W6989420272","doi":"","title":"Automaattisen venttiiliensäätötyökalun käyttöönotto","year":2025,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Investment analysis; Work (physics); 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":[0.0005592827,0.0009786525,0.0007490733,0.0007447617,0.001581309,0.003064921,0.0008955857,0.001082838,0.07018875],"category_scores_gemma":[0.0009044894,0.0005961597,0.0007483502,0.0008337279,0.0005610981,0.00261609,0.001789511,0.001856584,0.03448538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007900967,"about_ca_system_score_gemma":0.001743641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003012889,"about_ca_topic_score_gemma":0.006366224,"domain_scores_codex":[0.9992619,0.00004554085,0.00004929318,0.0002039684,0.0002919089,0.0001472934],"domain_scores_gemma":[0.9993593,0.0001070396,0.00006329648,0.00008003546,0.0003000144,0.00009038226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001922431,0.0006193885,0.005779338,0.002146497,0.0000749399,0.001477123,0.00224832,0.0009801888,0.6094292,0.01036969,0.02783272,0.33712],"study_design_scores_gemma":[0.00005308843,0.0006047856,0.008538717,0.0002804336,0.0001202943,0.001215996,0.001636884,0.002409131,0.2926109,0.002751684,0.6896359,0.0001421224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3209719,0.01502838,0.1024006,0.003963621,0.005274795,0.001116763,0.004099461,0.007853934,0.5392905],"genre_scores_gemma":[0.2830172,0.01014346,0.06457899,0.001555592,0.000379593,0.0005389416,0.006091388,0.002110971,0.6315838],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07018875,"threshold_uncertainty_score":0.2348047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01768793534376919,"score_gpt":0.274226038368611,"score_spread":0.2565381030248418,"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."}}