{"id":"W7133091945","doi":"","title":"Sähköverkon kuormitushuippujen tasaaminen kotitalouksien aurinkosähköllä","year":2025,"lang":"fi","type":"dissertation","venue":"Trepo - Institutional Repository of Tampere University","topic":"Environmental Policies and Emissions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Payment; Quarter (Canadian coin); Order (exchange); Period (music)","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":[0.0005970928,0.0005219459,0.0003968416,0.0008953613,0.003582864,0.004441463,0.0007636288,0.0008832996,0.07673186],"category_scores_gemma":[0.0008869983,0.0003647265,0.0005862162,0.001167251,0.001295479,0.001728392,0.003646837,0.001480003,0.01421229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003152921,"about_ca_system_score_gemma":0.006478683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03237862,"about_ca_topic_score_gemma":0.1064332,"domain_scores_codex":[0.9993863,0.00005751396,0.00003317548,0.0001440562,0.00021017,0.0001688135],"domain_scores_gemma":[0.9995273,0.00006087861,0.00005679714,0.0000385666,0.0001833163,0.0001331478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001738525,0.0005596065,0.1066422,0.002295206,0.000220679,0.007055698,0.06279109,0.001942967,0.07800474,0.09793124,0.06525112,0.5755669],"study_design_scores_gemma":[0.0000220678,0.0001551767,0.06379331,0.0003478257,0.00006487125,0.001011636,0.0266031,0.0003991283,0.0117542,0.003934168,0.8918277,0.00008682811],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4079703,0.004242843,0.01050372,0.005688893,0.001504787,0.0002030205,0.003879331,0.0009307619,0.5650763],"genre_scores_gemma":[0.5402045,0.002907631,0.01022654,0.000534708,0.0001269428,0.0001319795,0.001986634,0.000560451,0.4433205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07673186,"threshold_uncertainty_score":0.2566937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007886303683220507,"score_gpt":0.200237340417318,"score_spread":0.1923510367340975,"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."}}