{"id":"W7044151193","doi":"","title":"Vihreän vedyn kasvihuonekaasupäästöjen arviointi Saksan markkinalle : kansainvälisten tuotantoreittien vertaileva tarkastelu RED III- ja ISO 19870 -standardeja käyttäen","year":2025,"lang":"en","type":"other","venue":"LUTPub (LUT University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Electricity; Greenhouse gas; Sustainability; Fossil fuel; Power to gas; Production (economics); Natural gas","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":[0.0008140718,0.002468074,0.002869347,0.007706758,0.0007753252,0.0003674848,0.004341688,0.002221036,0.01895112],"category_scores_gemma":[0.0003084934,0.002999126,0.001372267,0.005617104,0.001021889,0.000643103,0.001823866,0.002086071,0.003897445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003392045,"about_ca_system_score_gemma":0.002242861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003633933,"about_ca_topic_score_gemma":0.005579812,"domain_scores_codex":[0.9895609,0.001061022,0.001163051,0.003334381,0.002181304,0.002699341],"domain_scores_gemma":[0.9926965,0.0003009594,0.001454567,0.003742502,0.0006897225,0.001115794],"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":[0.00195249,0.0004521878,0.0006832195,0.0005064392,0.002455066,0.001914627,0.000543745,0.00005023571,0.0004921389,0.009981934,0.9788804,0.002087532],"study_design_scores_gemma":[0.006199228,0.0002991617,0.0003966119,0.00178641,0.001708091,0.00003737482,0.0009163598,0.0001578832,0.0001150089,0.0001468704,0.985362,0.002875018],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002462028,0.001450211,0.0007891699,0.0005119916,0.001646595,0.002504647,0.007219197,0.002855992,0.982776],"genre_scores_gemma":[0.002257933,0.0006551771,0.001662969,0.0002543415,0.0007932088,0.0000134228,0.001383921,0.002257924,0.9907211],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01505368,"threshold_uncertainty_score":0.9990743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006815562179839127,"score_gpt":0.1929610415464212,"score_spread":0.1861454793665821,"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."}}