{"id":"W2167818348","doi":"10.1002/cctc.201100422","title":"Heterogeneous versus Homogeneous Palladium Catalysts for Cross‐Coupling Reactions","year":2012,"lang":"en","type":"article","venue":"ChemCatChem","topic":"Catalytic Cross-Coupling Reactions","field":"Chemistry","cited_by":306,"is_retracted":false,"has_abstract":true,"ca_institutions":"SiliCycle (Canada)","funders":"Università degli Studi di Palermo","keywords":"Palladium; Catalysis; Homogeneous; Leaching (pedology); Coupling reaction; Heterogeneous catalysis; Homogeneous catalysis; Chemistry; Coupling (piping); Materials science; Chemical engineering; Combinatorial chemistry; Organic chemistry; Metallurgy; Thermodynamics; Environmental science; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002344812,0.0004186438,0.000370588,0.00007730572,0.000531301,0.0001740618,0.0004086857,0.0003635322,0.0003097932],"category_scores_gemma":[0.0004466306,0.0004771812,0.0004133194,0.0002250426,0.0001974962,0.0002629671,0.0001336391,0.000343462,0.0003354205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006038586,"about_ca_system_score_gemma":0.0001360256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001344792,"about_ca_topic_score_gemma":0.00003527776,"domain_scores_codex":[0.9975019,4.157591e-7,0.0005473223,0.0005888334,0.0003013828,0.001060208],"domain_scores_gemma":[0.9974456,0.0004969457,0.0002512932,0.001129146,0.0002272538,0.0004497482],"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":[0.000274735,0.0003939628,0.002383002,0.0002978756,0.0002923065,0.000007767168,0.0005293204,0.0004195261,0.9927745,0.00006036088,0.001673611,0.0008930289],"study_design_scores_gemma":[0.001488986,0.00001553582,0.00009831857,0.00003103705,0.0001830116,0.0001825187,0.0002142624,0.000647308,0.9625206,0.00003577127,0.03405607,0.0005265914],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941509,0.0008724522,0.00009970134,0.00009359552,0.00142984,0.0002019497,0.0001872846,0.000510241,0.002454077],"genre_scores_gemma":[0.9921677,0.000032658,0.0003148507,0.0000235838,0.001954785,0.0003048215,0.0005878743,0.0001485951,0.004465142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03238246,"threshold_uncertainty_score":0.999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04012405404584818,"score_gpt":0.3211033299716086,"score_spread":0.2809792759257604,"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."}}