{"id":"W2314432050","doi":"","title":"Degradation Patterns of Rocks Used in Historic Buildings in Brazil","year":2016,"lang":"en","type":"article","venue":"Geoscience Canada","topic":"Building materials and conservation","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural stone; Humanities; Gneiss; Archaeology; Geology; Mineralogy; Schist; Art; Geography; Geochemistry; Materials science; Metamorphic rock","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002481649,0.00005488441,0.00009121041,0.0000869705,0.00002923671,0.00001115294,0.0001654185,0.00002345992,0.0002440005],"category_scores_gemma":[0.00006274213,0.00003977974,0.000007758153,0.0002693565,0.00002283626,0.0002212479,0.000005689978,0.00002487388,0.000001705119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005651875,"about_ca_system_score_gemma":0.0003721193,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9723827,"about_ca_topic_score_gemma":0.992486,"domain_scores_codex":[0.9992214,0.00002675445,0.0001867878,0.0001606481,0.0002174213,0.0001870063],"domain_scores_gemma":[0.9997158,0.00006294204,0.00007383926,0.00008822505,0.00001794879,0.00004122271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003903753,0.000002264808,0.9757696,0.000004849828,1.988863e-7,0.000003213273,0.00002354038,0.00009453355,0.003011548,0.00002355077,0.00006808426,0.02099474],"study_design_scores_gemma":[0.0001524699,0.00001590297,0.9958382,0.00004053367,5.861024e-7,0.000001185187,0.00003296539,0.0003125955,0.00156305,0.0001061435,0.001868278,0.00006810925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983496,0.00002933763,0.0004694117,0.0005842918,0.0004018586,0.0000534597,0.00003991259,0.000004218103,0.00006788316],"genre_scores_gemma":[0.9995883,0.00001200345,0.00008655901,0.0001434085,0.00001136543,7.785588e-7,0.000005809375,9.6662e-7,0.0001507722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02092663,"threshold_uncertainty_score":0.2671635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009520602017352256,"score_gpt":0.182077839038578,"score_spread":0.1725572370212257,"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."}}