{"id":"W2617677717","doi":"","title":"PI-KAAVIONPIIRUSTUKSEN KEHITYSTYÖ ALFA LAVAL AALBORG OY:SSÄ","year":2017,"lang":"fi","type":"dissertation","venue":"Theseus (Ammattikorkeakoulujen)","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","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":[0.0006354374,0.0003239364,0.0002464614,0.0005393313,0.002104006,0.005489408,0.0003908283,0.0007384747,0.06825694],"category_scores_gemma":[0.0008127835,0.0001666816,0.0002647609,0.0006016415,0.0005330073,0.00130297,0.002437811,0.0009403447,0.01427692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003884825,"about_ca_system_score_gemma":0.008012831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05957836,"about_ca_topic_score_gemma":0.09895162,"domain_scores_codex":[0.9995736,0.00004156911,0.00001903176,0.00006721451,0.0001730602,0.0001254614],"domain_scores_gemma":[0.999435,0.00005096806,0.00004665799,0.00003257929,0.0002163039,0.0002183714],"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":[0.001153583,0.0002998351,0.03053998,0.001558651,0.00006254637,0.002522046,0.01543766,0.0008165285,0.03354546,0.04280711,0.2038302,0.6674264],"study_design_scores_gemma":[0.000007061636,0.00004539003,0.01006304,0.0001560606,0.000008770523,0.0001088816,0.002814737,0.00007127826,0.001487003,0.0005846779,0.9846433,0.000009813783],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2241644,0.02309097,0.003052468,0.02152188,0.002208062,0.0001682922,0.003106864,0.001517831,0.7211694],"genre_scores_gemma":[0.2162396,0.008813489,0.001803755,0.001117394,0.0002476045,0.00004968178,0.001476903,0.0004274001,0.7698242],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06825694,"threshold_uncertainty_score":0.2283422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06347977992355835,"score_gpt":0.3928993091750141,"score_spread":0.3294195292514558,"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."}}