{"id":"W6992579438","doi":"","title":"Maakostean betonin käyttö lämpölattioiden pintavalussa","year":2023,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Life style","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":[0.0003430103,0.0005295491,0.0006010394,0.0004536391,0.000932382,0.001797109,0.0005089316,0.0006738616,0.03018534],"category_scores_gemma":[0.0003942199,0.0002534288,0.0006017017,0.000501304,0.00060304,0.00126853,0.001209416,0.001317574,0.007622527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001305931,"about_ca_system_score_gemma":0.001596644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005926921,"about_ca_topic_score_gemma":0.01491811,"domain_scores_codex":[0.9995692,0.00003677998,0.00002323634,0.0001100073,0.0001547255,0.0001060866],"domain_scores_gemma":[0.9996569,0.00006579867,0.00004663813,0.00003181916,0.0001269897,0.00007184371],"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":[0.001119759,0.0003192637,0.005096881,0.001546181,0.00007374631,0.001150293,0.0007643525,0.0003715187,0.7658356,0.006173688,0.008784502,0.2087642],"study_design_scores_gemma":[0.00005075917,0.00106601,0.01255251,0.0003755133,0.000139564,0.001633601,0.001662148,0.0005670969,0.2762037,0.002029243,0.7036483,0.00007157263],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5190901,0.07604435,0.01437914,0.00947939,0.002232888,0.0005140243,0.003950222,0.001324551,0.3729853],"genre_scores_gemma":[0.607991,0.0279956,0.01185593,0.003809401,0.000286012,0.0002051553,0.00337843,0.0003267167,0.3441518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03018534,"threshold_uncertainty_score":0.10098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02959139771961315,"score_gpt":0.2806478377278847,"score_spread":0.2510564400082715,"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."}}