{"id":"W7132941741","doi":"","title":"Kerrostalon lattiaviilennyksen lämmöntalteenoton mahdollisuudet","year":2024,"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":"Power (physics); Context (archaeology); 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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001801879,0.0006698068,0.0006567805,0.0002377504,0.001600814,0.00006965938,0.0007616693,0.0006856937,0.002134634],"category_scores_gemma":[0.00003567272,0.0007267784,0.0006793927,0.0004733953,0.001655013,0.00062239,0.000566858,0.0007807196,0.001078148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002007472,"about_ca_system_score_gemma":0.0003544274,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009603797,"about_ca_topic_score_gemma":0.0005081778,"domain_scores_codex":[0.9963412,0.0001400163,0.0007060377,0.001119229,0.001138738,0.0005547424],"domain_scores_gemma":[0.9982048,0.00009321865,0.0005287116,0.0006767517,0.00004289853,0.0004536265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002650655,0.004204643,0.05716136,0.003970071,0.00189785,0.007454889,0.0229676,0.03635455,0.8146946,0.01576509,0.0258385,0.007040141],"study_design_scores_gemma":[0.001681486,0.000704331,0.2359645,0.003060504,0.00189001,0.000738955,0.0168666,0.002087343,0.06814019,0.0003971117,0.6659011,0.002567823],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.831579,0.0005698011,0.00002080811,0.000164767,0.001817068,0.0004492558,0.0005737254,0.00008080788,0.1647448],"genre_scores_gemma":[0.832797,0.0005417488,0.0003172008,0.00004036939,0.0001841933,0.00000237821,0.0009560332,0.0000439487,0.1651171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7465544,"threshold_uncertainty_score":0.9996997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00757345605323822,"score_gpt":0.209984384189022,"score_spread":0.2024109281357838,"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."}}