{"id":"W854719013","doi":"","title":"大气等离子喷涂Al2O3—3％TiO2涂层的性能","year":2010,"lang":"zh","type":"article","venue":"中国表面工程","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001619333,0.0003023477,0.0002026484,0.00004546646,0.000250809,0.00007886481,0.0003960364,0.000171775,0.03038727],"category_scores_gemma":[0.00004916793,0.0002781101,0.0001022837,0.0002278248,0.0003517727,0.0004206193,0.0002598832,0.0004009661,0.03353485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001880205,"about_ca_system_score_gemma":0.00002342107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002176493,"about_ca_topic_score_gemma":0.0003206093,"domain_scores_codex":[0.9980544,0.00004146222,0.0003093704,0.0006067358,0.0004452839,0.0005427107],"domain_scores_gemma":[0.9987387,0.00005406291,0.0001306776,0.0007696373,0.00001335604,0.0002935652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009076802,0.001793267,0.1781358,0.00004933841,0.0001483706,0.0002128264,0.003286293,0.001235332,0.5368266,0.02246132,0.01895063,0.2368095],"study_design_scores_gemma":[0.002120206,0.000347116,0.2908977,0.00003802027,0.0001373887,0.00009731427,0.0002439571,0.0009744445,0.07416344,0.02451177,0.6051575,0.001311126],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7814971,0.0001107157,0.001917734,0.003190871,0.002910169,0.000644901,0.00007621992,0.0002022567,0.2094501],"genre_scores_gemma":[0.9646389,0.00004715186,0.01062287,0.0004800023,0.0002634246,0.00003323094,0.00002614813,0.00004128161,0.02384691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5862069,"threshold_uncertainty_score":0.9999671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006688810008420808,"score_gpt":0.232713853164534,"score_spread":0.2260250431561132,"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."}}