{"id":"W2765891804","doi":"","title":"Toimintamalli vesiruton hyötykäytön edistämiseksi","year":2017,"lang":"fi","type":"other","venue":"Jukuri (Natural Resources Institute Finland (Luke))","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Undo; Computer science","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","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.0005652765,0.001747883,0.001846721,0.0006008596,0.003750965,0.003034611,0.002383275,0.001227974,0.01516937],"category_scores_gemma":[0.000367922,0.001442275,0.0009580833,0.0001189384,0.002863335,0.0009162732,0.0008606875,0.002390635,0.005090752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003960562,"about_ca_system_score_gemma":0.000428482,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002779728,"about_ca_topic_score_gemma":0.02276733,"domain_scores_codex":[0.9939901,0.0002488568,0.001115854,0.001757239,0.001288623,0.001599351],"domain_scores_gemma":[0.9953461,0.0001627485,0.001551626,0.001983035,0.0003704931,0.0005859577],"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":[0.0005754892,0.0007038726,0.002003903,0.001662153,0.002060924,0.00135726,0.01041889,0.00003191538,0.0001481436,0.08182493,0.8300855,0.06912698],"study_design_scores_gemma":[0.001611588,0.0002632429,0.003730423,0.001426815,0.0004735882,0.00003355624,0.0002428971,0.0001516438,0.00008462661,0.0005340857,0.9895183,0.00192926],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06015367,0.01202965,0.000005707052,0.00115271,0.01534272,0.001092477,0.0009591246,0.0001964786,0.9090675],"genre_scores_gemma":[0.1804533,0.002935252,0.00004554275,0.0005164341,0.01197946,0.00005860008,0.0004574026,0.0003273456,0.8032267],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1594327,"threshold_uncertainty_score":0.9999109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0269089228557435,"score_gpt":0.2587772850103633,"score_spread":0.2318683621546198,"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."}}