{"id":"W2149690821","doi":"10.3390/coatings5040830","title":"The Search for Durable Exterior Clear Coatings for Wood","year":2015,"lang":"en","type":"article","venue":"Coatings","topic":"Building materials and conservation","field":"Earth and Planetary Sciences","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; EcoBuild; FPInnovations; Australian National University","keywords":"Coating; Durability; Materials science; Silicone; Composite material; Polymer science; Forensic engineering; Engineering","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":[0.001119086,0.00007842597,0.00009959214,0.00001566737,0.0004502632,0.0002606424,0.0001885231,0.00004337434,0.0000486452],"category_scores_gemma":[0.0003064074,0.00005379945,0.0000384976,0.00007787997,0.00005155448,0.0001394801,0.00001049644,0.00004130391,0.00004100585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004350854,"about_ca_system_score_gemma":0.00007302569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000711191,"about_ca_topic_score_gemma":0.0002284104,"domain_scores_codex":[0.9992129,0.00003210562,0.0001782646,0.0001590903,0.000140384,0.0002772686],"domain_scores_gemma":[0.9991357,0.0004231157,0.00007922799,0.0001216181,0.0001605802,0.00007974655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004149314,0.00008175756,0.1957453,0.0006257583,0.00007034634,0.000003808534,0.008361608,0.002214086,0.08495789,0.01213459,0.2018251,0.4898304],"study_design_scores_gemma":[0.004722158,0.003247396,0.05123122,0.0001759202,0.00008070228,0.00002730286,0.00676614,0.07539334,0.08009514,0.02119854,0.7560223,0.001039838],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936418,0.0001399877,0.001969822,0.002254472,0.0005398877,0.0005175479,0.00006071632,0.00005043905,0.0008253605],"genre_scores_gemma":[0.9929277,0.00000991166,0.005184684,0.000491974,0.0002358058,0.00002476744,0.00006009369,0.000006844981,0.001058208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5541973,"threshold_uncertainty_score":0.3463106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05343230858377854,"score_gpt":0.2584639839004365,"score_spread":0.205031675316658,"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."}}