{"id":"W7062220841","doi":"","title":"Tampere teollisena puurakentajana:Tampereen asema Suomalaisessa puukerrostalorakentamisessa","year":2020,"lang":"fi","type":"dissertation","venue":"Trepo - Institutional Repository of Tampere University","topic":"Advanced Power Generation Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Payment; Quarter (Canadian coin); Order (exchange)","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","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0001490332,0.001346765,0.001512738,0.0007960642,0.001691145,0.0001314282,0.001499221,0.001391434,0.0003430818],"category_scores_gemma":[0.0003530949,0.001680041,0.0009117065,0.001212214,0.001232968,0.00152891,0.0003907876,0.001467187,0.0001515169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001845386,"about_ca_system_score_gemma":0.00154579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007220941,"about_ca_topic_score_gemma":0.0002940689,"domain_scores_codex":[0.9945445,0.000191646,0.001447981,0.001582378,0.001417156,0.0008163181],"domain_scores_gemma":[0.99591,0.000211671,0.001135338,0.001235115,0.0009771493,0.0005306589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004736565,0.002806031,0.03917475,0.01059487,0.007112303,0.01485035,0.01106207,0.2350586,0.5307046,0.1160523,0.01659628,0.01125123],"study_design_scores_gemma":[0.007784925,0.001101702,0.03192783,0.003447413,0.002968744,0.0009644328,0.03970468,0.01542019,0.4597398,0.0004441696,0.4296467,0.006849404],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9007713,0.002509336,0.006877915,0.0004390979,0.005712008,0.001695433,0.001894566,0.001730326,0.07837003],"genre_scores_gemma":[0.97596,0.0009675411,0.003980646,0.00003978778,0.0003871236,0.00001264964,0.004262366,0.0001359458,0.01425392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4130505,"threshold_uncertainty_score":0.9999284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009984050636175749,"score_gpt":0.1999727223788104,"score_spread":0.1899886717426347,"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."}}