{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004517022,0.00007080852,0.00006798116,0.00001154041,0.00001783743,0.000005854628,0.00009290051,0.00004347098,0.006656433],"category_scores_gemma":[0.000008833244,0.00007278961,0.00004008294,0.00004769805,0.00001654563,0.000009408006,0.00001320505,0.00006709244,0.002098154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001184513,"about_ca_system_score_gemma":0.000001899484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007433507,"about_ca_topic_score_gemma":5.032944e-7,"domain_scores_codex":[0.9996665,0.000003278477,0.00007216164,0.00008104809,0.00004949592,0.0001275847],"domain_scores_gemma":[0.9997647,0.000008872995,0.000006654804,0.0001679406,0.00000792121,0.0000438861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004661073,0.0001841681,0.005905366,0.0003497854,0.0004116795,0.0002255418,0.004461994,0.003301649,0.2160031,0.0002231442,0.7395908,0.02929615],"study_design_scores_gemma":[0.000128864,0.00000540575,0.0005463677,0.000009247262,0.00001578764,0.000004699713,0.0001484113,0.00009738809,0.664601,0.00006474798,0.3341893,0.0001887629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5776635,0.0003882692,0.0004025052,0.00007031286,0.000133724,0.0000305942,0.000003331805,0.0003827107,0.4209251],"genre_scores_gemma":[0.9962516,0.00002094409,0.0005710237,0.00005627174,0.0000389055,0.000007393839,0.000006458834,0.00001614087,0.003031276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4485979,"threshold_uncertainty_score":0.9986788,"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."}}