{"id":"W7133105867","doi":"","title":"Mustan hiilen massapitoisuuden epäsuora arviointi kaupunkiympäristössä","year":2024,"lang":"fi","type":"dissertation","venue":"Trepo - Institutional Repository of Tampere University","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); General practice; Quarter (Canadian coin); Black women","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":[0.0005843354,0.0007353802,0.0008925695,0.0003990305,0.001983534,0.0001108579,0.0009938453,0.0009832636,0.001871487],"category_scores_gemma":[0.0001593774,0.0008280292,0.0006435266,0.0007112548,0.001634835,0.001021464,0.0003952458,0.001146398,0.001318447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003614329,"about_ca_system_score_gemma":0.001890601,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01209843,"about_ca_topic_score_gemma":0.001424264,"domain_scores_codex":[0.9948508,0.0003600329,0.001081487,0.001324699,0.001646386,0.0007365837],"domain_scores_gemma":[0.9971216,0.000198454,0.0009505983,0.0008194735,0.0002095926,0.0007002347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01390978,0.01125607,0.0905123,0.03818422,0.006471181,0.03486402,0.1399371,0.03401226,0.08482752,0.2289802,0.2710964,0.04594893],"study_design_scores_gemma":[0.001889279,0.000867734,0.1768974,0.003649774,0.001656681,0.0005996063,0.02014713,0.002351835,0.008141467,0.001101401,0.7803791,0.002318579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.808311,0.000879307,0.0001876854,0.00105486,0.004040206,0.0007592264,0.0004669654,0.0001649316,0.1841358],"genre_scores_gemma":[0.8703359,0.0005086042,0.001285468,0.0001973279,0.0004264163,0.000003036531,0.0007822195,0.00005090127,0.1264101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5092828,"threshold_uncertainty_score":0.9994591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01957403523527902,"score_gpt":0.2587717050473838,"score_spread":0.2391976698121048,"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."}}