{"id":"W7115291283","doi":"","title":"Miten liikennejärjestelmää johdetaan","year":2016,"lang":"fi","type":"other","venue":"Doria (University of Helsinki)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Limiting; 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":[0.0007264065,0.001369414,0.002179791,0.002099057,0.0005667554,0.0000796573,0.003014946,0.001982254,0.1550304],"category_scores_gemma":[0.00008243442,0.001598466,0.00124608,0.00105473,0.001941413,0.0007688834,0.001129897,0.0008898983,0.2093974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009386335,"about_ca_system_score_gemma":0.0006788406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001935438,"about_ca_topic_score_gemma":0.002674385,"domain_scores_codex":[0.993908,0.0006717437,0.0005675214,0.001811104,0.001490804,0.00155081],"domain_scores_gemma":[0.9939004,0.0002871444,0.002029825,0.002422812,0.0005528624,0.0008069153],"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":[0.001642465,0.001194146,0.001857425,0.001187401,0.004313553,0.001436934,0.004522775,0.000004398716,0.01254564,0.01585723,0.9072014,0.04823664],"study_design_scores_gemma":[0.004752058,0.0003074138,0.002414094,0.001950651,0.001400527,0.00004523237,0.00161499,0.00003147458,0.0001349694,0.0006558466,0.9849203,0.001772502],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005967924,0.002212234,0.0006474761,0.001247288,0.003315195,0.001330843,0.004288625,0.0006125682,0.9803779],"genre_scores_gemma":[0.008779545,0.001222195,0.003072762,0.00005419692,0.001295046,4.83168e-7,0.0002880906,0.001227801,0.9840599],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07771885,"threshold_uncertainty_score":0.9999056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01052333021954847,"score_gpt":0.2000501422898089,"score_spread":0.1895268120702604,"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."}}