{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004630346,0.000492054,0.0005900076,0.0009645256,0.0007448849,0.004742635,0.0006991266,0.0004433345,0.01448974],"category_scores_gemma":[0.00118131,0.0002626422,0.0005112484,0.0008447768,0.001047546,0.002126504,0.002231438,0.001330283,0.002688604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006678079,"about_ca_system_score_gemma":0.0009717506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001207239,"about_ca_topic_score_gemma":0.001611352,"domain_scores_codex":[0.9993351,0.00008085007,0.00004301112,0.0001257897,0.0002618449,0.0001533743],"domain_scores_gemma":[0.9996868,0.00005452225,0.0000437772,0.00008172536,0.0000997385,0.00003345996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003402855,0.0002887158,0.006279688,0.0006787408,0.000103194,0.0007391262,0.002087095,0.01239868,0.09692775,0.5312154,0.00611046,0.3428309],"study_design_scores_gemma":[0.00008308242,0.0004129515,0.03353025,0.0003088166,0.0003764572,0.001911796,0.004183269,0.06595857,0.1516517,0.4470282,0.2942644,0.000290465],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3404106,0.002678255,0.4443991,0.001603979,0.00103323,0.0002057595,0.0007750082,0.001942883,0.2069513],"genre_scores_gemma":[0.7938604,0.002034609,0.1077176,0.0001991046,0.0002302745,0.0002196939,0.0004355161,0.0009911455,0.09431182],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01448974,"threshold_uncertainty_score":0.048473,"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."}}