{"id":"W7017917654","doi":"","title":"Characterisation of pyrrhotite-bearing concrete aggregates using conventional techniques in combination with SEM-based Automated Mineralogy","year":2021,"lang":"no","type":"dissertation","venue":"Duo Research Archive (University of Oslo)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bauxite; Mining industry; Pozzolanic activity","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":[0.0004766937,0.0003857267,0.0002816874,0.00103529,0.0002654901,0.0003771037,0.0002435847,0.000328263,0.002066981],"category_scores_gemma":[0.0003930997,0.0002850558,0.0002889583,0.000492759,0.0002678579,0.0002532162,0.0002475685,0.0003138797,0.0007945282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002555433,"about_ca_system_score_gemma":0.0003011404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003363688,"about_ca_topic_score_gemma":0.01179609,"domain_scores_codex":[0.9996005,0.00002873007,0.00003195761,0.00009118318,0.0002018066,0.00004582251],"domain_scores_gemma":[0.9996489,0.0001069415,0.00005179219,0.00003976783,0.0001293416,0.00002328298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004097791,0.00001095224,0.001363751,0.00007204113,0.000007884028,0.00004078352,0.00006221675,0.0002886396,0.9932051,0.0000378944,0.00003913847,0.004830649],"study_design_scores_gemma":[0.000004641719,0.0001549557,0.02489665,0.0000146408,0.00002896173,0.0001760812,0.0001339841,0.002391866,0.9696348,0.00005464415,0.002494021,0.00001481703],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484156,0.001227516,0.04264174,0.00005511153,0.00003793489,0.0001483225,0.0017683,0.0005379358,0.005167446],"genre_scores_gemma":[0.9302426,0.001877732,0.05738167,0.00004890518,0.00001056955,0.0001544565,0.00177973,0.0001552362,0.008349223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003363688,"threshold_uncertainty_score":0.006914675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01834123336856225,"score_gpt":0.2914221017582739,"score_spread":0.2730808683897117,"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."}}