{"id":"W2583416435","doi":"","title":"Optymalizacja izolacji rur instalacji klimatyzacyjnych z wodą lodową","year":2008,"lang":"pl","type":"article","venue":"Rynek Instalacyjny","topic":"Building energy efficiency and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Armacell (Canada)","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0009744118,0.00146828,0.001412358,0.0006751624,0.001193756,0.0002409244,0.001319662,0.001049574,0.001158237],"category_scores_gemma":[0.0006193461,0.00159785,0.0007462138,0.002103245,0.0009758786,0.00118811,0.0005869326,0.001723013,0.0008279083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221091,"about_ca_system_score_gemma":0.0007749861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006494765,"about_ca_topic_score_gemma":0.00007855863,"domain_scores_codex":[0.9925298,0.0003277506,0.001691074,0.001595093,0.001275039,0.002581213],"domain_scores_gemma":[0.9958385,0.000383898,0.0002926603,0.00220367,0.0004456205,0.0008356147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001443706,0.008268381,0.08838847,0.00969007,0.002490167,0.01282617,0.04075729,0.5490021,0.008932025,0.09073293,0.1230676,0.06440121],"study_design_scores_gemma":[0.009845097,0.001472201,0.06654497,0.001205955,0.000630576,0.003302709,0.004493284,0.1339426,0.01179886,0.003228541,0.7538633,0.009671938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8802408,0.004134419,0.005387585,0.0006482526,0.003611763,0.0009144605,0.0001617392,0.001729274,0.1031717],"genre_scores_gemma":[0.9860078,0.001630858,0.001685099,0.0004728466,0.0006397948,0.00009422977,0.00009987751,0.0003407497,0.009028791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6307957,"threshold_uncertainty_score":0.9999501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496514352736671,"score_gpt":0.1941275620061947,"score_spread":0.179162418478828,"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."}}