{"id":"W2356997838","doi":"10.1126/science.aaf5251","title":"Photochemical route for synthesizing atomically dispersed palladium catalysts","year":2016,"lang":"en","type":"article","venue":"Science","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":1978,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Ministry of Science and Technology of the People's Republic of China; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Palladium; Catalysis; Photochemistry; Materials science; Nanotechnology; Chemistry; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001244677,0.0005144734,0.0002628962,0.0004793461,0.0003060283,0.000267261,0.0006910379,0.0004940133,0.002068549],"category_scores_gemma":[0.0001346955,0.0003332778,0.0002491437,0.0003948023,0.00016758,0.0002974204,0.0002626281,0.001235923,0.001444019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003289673,"about_ca_system_score_gemma":0.0001998495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003441784,"about_ca_topic_score_gemma":0.000773305,"domain_scores_codex":[0.9998246,0.00001019774,0.00001630068,0.00005514839,0.00006998848,0.00002386483],"domain_scores_gemma":[0.9999347,0.00001226466,0.00001617379,0.00001838972,0.0000114059,0.000007056271],"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":[0.00001222249,0.00003635994,0.00004737086,0.00009794069,0.000007261171,0.00005285141,0.00001590766,0.0001023214,0.9929698,0.0005200086,0.0002329731,0.005905017],"study_design_scores_gemma":[0.00001188051,0.00008668351,0.0003252978,0.000002844607,0.000008746188,0.0002052502,0.00000627455,0.0004806833,0.9901903,0.0001446124,0.008531456,0.000005973825],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4970504,0.01193893,0.455105,0.0008609765,0.0005544148,0.000817703,0.002643767,0.002589951,0.02843883],"genre_scores_gemma":[0.8385321,0.005119995,0.1415802,0.0002488628,0.00005949405,0.0005006121,0.001879523,0.0002154593,0.01186372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002068549,"threshold_uncertainty_score":0.00691998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01208647656087366,"score_gpt":0.266666221907305,"score_spread":0.2545797453464314,"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."}}