{"id":"W1969404585","doi":"10.1021/ie202874z","title":"Microstructure Variations in Paper Coating: Direct Observations","year":2012,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Material Properties and Processing","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"FPInnovations","keywords":"Coating; Materials science; Porosity; Microstructure; Composite material; Scanning electron microscope; Coated paper; Layer (electronics); Calendering; Base (topology); Focused ion beam; Ion; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0006714792,0.0001687396,0.0001809858,0.00008073238,0.0001057085,0.000128417,0.0002176599,0.0002954918,0.0003455689],"category_scores_gemma":[0.0004768911,0.0001727758,0.00003301581,0.0006075045,0.00002862551,0.0003148838,0.00006964519,0.0008454371,0.00001451964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001967485,"about_ca_system_score_gemma":0.00005395244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006943553,"about_ca_topic_score_gemma":0.000001653556,"domain_scores_codex":[0.9985517,0.0000272039,0.000291686,0.0001554326,0.0002712622,0.0007026909],"domain_scores_gemma":[0.9993971,0.0001380121,0.00001647293,0.0002254148,0.00006725727,0.0001557274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006628343,0.0000143066,0.001468921,0.0001348899,0.00001419431,0.000001697312,0.0002473769,0.01846803,0.9779952,0.00003715491,0.001113318,0.0004983196],"study_design_scores_gemma":[0.0007402334,0.00001133555,0.00288289,0.0002594938,0.000009861812,0.00001290151,0.0001217885,0.02037268,0.8771482,0.0000358114,0.09789174,0.000513066],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899817,0.0008172759,0.00004352661,0.0001737397,0.000858709,0.0002479563,0.00004003407,0.0003616114,0.007475473],"genre_scores_gemma":[0.997947,0.00002174943,0.0001286705,0.000006016621,0.001452301,0.00005756465,0.00003669811,0.00005099718,0.0002990397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.100847,"threshold_uncertainty_score":0.7045592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1175057212217541,"score_gpt":0.297164086539175,"score_spread":0.1796583653174209,"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."}}