{"id":"W4382791668","doi":"10.3390/f14071338","title":"Fungal Colonization of Weathered Radiata Pine Surfaces Protected with Inorganic Nanoparticles and Coatings","year":2023,"lang":"en","type":"article","venue":"Forests","topic":"Building materials and conservation","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Agencia Nacional de Investigación y Desarrollo","keywords":"Nanoparticle; Titanium dioxide; Rutile; Materials science; Anatase; Weathering; Zinc; Colonization; Radiata; Photocatalysis; Chemical engineering; Chemistry; Composite material; Nanotechnology; Botany; Metallurgy; Microbiology; Biology; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001185256,0.00004829966,0.00007464955,0.0000300723,0.00005938042,0.00002931745,0.00004345663,0.00002459862,0.00009740323],"category_scores_gemma":[0.00003542894,0.00003572368,0.000004408097,0.0002703108,0.00004025894,0.00009932804,0.000005762556,0.00001858477,0.00001816854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.691181e-7,"about_ca_system_score_gemma":0.00002269772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008395108,"about_ca_topic_score_gemma":0.006530039,"domain_scores_codex":[0.9996061,0.00002656472,0.00009474393,0.00009093984,0.00008608571,0.00009561276],"domain_scores_gemma":[0.9997926,0.00003414905,0.0000624844,0.00005577539,0.00002968246,0.00002530971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005193605,0.000003199373,0.9672207,0.00002841519,0.000004313381,0.000001692049,0.0001432991,0.0007713918,0.03047113,0.00002694677,0.00007267088,0.001204296],"study_design_scores_gemma":[0.000215977,0.0001867289,0.9746472,0.00002323232,0.000005859601,0.000003637397,0.00003011742,0.007089971,0.01751827,0.0001841866,0.00004502247,0.00004974469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994794,0.00005512352,0.00001083379,0.0001600703,0.00003573049,0.0001553004,0.00003069785,0.00005351737,0.00001939204],"genre_scores_gemma":[0.9996473,0.00001335925,0.0002021325,0.00001250449,0.00001322254,0.00000146667,0.00006773925,0.000002644296,0.00003967061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01295286,"threshold_uncertainty_score":0.3643915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01206297932166579,"score_gpt":0.1913505567504044,"score_spread":0.1792875774287387,"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."}}