{"id":"W6990560939","doi":"","title":"Droonien hyödyntäminen last mile -toimituksissa Suomessa","year":2025,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mile; Quarter (Canadian coin); Work (physics)","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":[0.00047082,0.001428575,0.001376293,0.0009653074,0.0003755212,0.0003550889,0.001605278,0.001361987,0.01426648],"category_scores_gemma":[0.0001208022,0.001522918,0.0005179694,0.001492695,0.0002536417,0.0002773023,0.0004239653,0.00103966,0.009218118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005194889,"about_ca_system_score_gemma":0.0003045205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004694051,"about_ca_topic_score_gemma":0.000472901,"domain_scores_codex":[0.9953024,0.0001755146,0.001206485,0.00129536,0.0006599102,0.001360286],"domain_scores_gemma":[0.9963716,0.0003550191,0.0004395159,0.002172975,0.0002623323,0.0003985343],"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":[0.00008325524,0.0005039632,0.0002934213,0.00151181,0.001431684,0.00004887781,0.0007147103,0.03017376,0.0006559157,0.02408251,0.008714562,0.9317855],"study_design_scores_gemma":[0.0008680387,0.000056277,0.0007481803,0.0008925914,0.0004296687,0.00001609665,0.0001749884,0.01599612,0.0004217314,0.0008856878,0.9780719,0.00143873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004072996,0.003834623,0.02703344,0.0006632468,0.001299907,0.001586608,0.000573921,0.00127494,0.963326],"genre_scores_gemma":[0.01254508,0.002502691,0.006910216,0.0001920282,0.0009641332,0.0005030226,0.0007542312,0.0009279119,0.9747007],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9693573,"threshold_uncertainty_score":0.9999344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009253150997054259,"score_gpt":0.2227725334043897,"score_spread":0.2135193824073354,"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."}}