{"id":"W6981687333","doi":"","title":"Examination of filamentous fungi using FTIR and Raman spectromicroscopy","year":2010,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Historical Architecture and Urbanism","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Raman spectroscopy; Fourier transform infrared spectroscopy; Stress (linguistics); Mannitol; Mechanism (biology); Fight-or-flight response","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007639307,0.0001587303,0.0003051244,0.0002285909,0.0002748274,0.00002374877,0.0001584638,0.0001555884,0.0001576366],"category_scores_gemma":[0.000006194249,0.0001900733,0.00009153558,0.0000363451,0.0001729668,0.0001048475,0.00003139245,0.0002646369,0.000007929924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006689874,"about_ca_system_score_gemma":0.00003646864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002814259,"about_ca_topic_score_gemma":0.365178,"domain_scores_codex":[0.9993406,0.00003282645,0.0001028727,0.0002059497,0.000183109,0.0001346236],"domain_scores_gemma":[0.9993661,0.0000337896,0.0002883328,0.0001515785,0.0001145373,0.00004567628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004852033,0.0004766114,0.0004923132,0.002155423,0.000419561,0.00006438591,0.1815065,0.000006740335,0.7281299,0.0629727,0.006196535,0.01709408],"study_design_scores_gemma":[0.003201263,0.00170586,0.1864963,0.001137085,0.002140587,0.00001644723,0.2819593,0.0005329865,0.02947729,0.004115116,0.4868839,0.002333818],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675929,0.0002469984,0.00002764926,0.00002592763,0.0005012249,0.0001540044,0.0000443493,0.00002253123,0.03138443],"genre_scores_gemma":[0.9852107,0.00006975853,0.0008082089,0.000007184914,0.0001763911,1.236878e-7,0.0001555837,0.0000214163,0.0135506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6986526,"threshold_uncertainty_score":0.7750967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0149243901817491,"score_gpt":0.1932151634459869,"score_spread":0.1782907732642378,"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."}}