{"id":"W4241248880","doi":"10.1557/mrs.2011.99","title":"LOOK AGAIN…","year":2011,"lang":"en","type":"article","venue":"MRS Bulletin","topic":"Surface Chemistry and Catalysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001282832,0.001056228,0.0006299384,0.001086799,0.007729718,0.008524298,0.001270944,0.004099353,0.2347407],"category_scores_gemma":[0.005735196,0.0004472022,0.001030946,0.0006070524,0.00279863,0.005949538,0.004462461,0.01187512,0.1874743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002512873,"about_ca_system_score_gemma":0.003332587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02228007,"about_ca_topic_score_gemma":0.04333128,"domain_scores_codex":[0.9985642,0.0001782902,0.00003538092,0.0001436086,0.000732326,0.0003462346],"domain_scores_gemma":[0.9977756,0.0001493887,0.00005908372,0.0001186674,0.001056143,0.0008411256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003209999,0.00003031356,0.0002094357,0.00003736809,0.00000523908,0.00008790371,0.0004527377,0.00001449512,0.0001751169,0.006598059,0.9651841,0.0271732],"study_design_scores_gemma":[0.000007039821,0.00001185883,0.0002265537,0.0000538713,0.000004780205,0.00006251803,0.001338122,0.00001178496,0.00007846964,0.002439114,0.995752,0.00001382416],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001984878,0.005893934,0.001843747,0.416483,0.07156294,0.0001006835,0.0004208612,0.0009861509,0.5007238],"genre_scores_gemma":[0.004769097,0.00137657,0.0005988254,0.06414206,0.003435283,0.0000296343,0.0001207645,0.0003168932,0.9252109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2347407,"threshold_uncertainty_score":0.7852859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136079885019983,"score_gpt":0.1656531426706825,"score_spread":0.1542923438204826,"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."}}