{"id":"W2516577531","doi":"10.1021/acs.oprd.5b00204","title":"Heterogeneously Catalyzed Alcohol Oxidation for the Fine Chemical Industry","year":2015,"lang":"en","type":"article","venue":"Organic Process Research & Development","topic":"Oxidative Organic Chemistry Reactions","field":"Chemistry","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"SiliCycle (Canada)","funders":"Università degli Studi di Padova","keywords":"Fine chemical; Catalysis; Homogeneous; Chemistry; Stoichiometry; Alcohol oxidation; Alcohol; Chemical industry; Organic chemistry; Homogeneous catalysis; Combinatorial chemistry","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":[0.000436234,0.0005623413,0.0002464041,0.0005178442,0.000257467,0.000583571,0.0004817572,0.0005085468,0.001743123],"category_scores_gemma":[0.000275001,0.0002497897,0.0004413674,0.000279437,0.0002441388,0.0007298458,0.0005164905,0.0009053414,0.0009271769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005696453,"about_ca_system_score_gemma":0.0003781336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006036996,"about_ca_topic_score_gemma":0.001721346,"domain_scores_codex":[0.9997891,0.00002385871,0.00001496232,0.00004634761,0.00009055583,0.00003520158],"domain_scores_gemma":[0.9999198,0.00001806652,0.00001627868,0.00001118936,0.00002289418,0.00001176125],"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":[0.00005668028,0.00009947576,0.0002056928,0.000362998,0.00001977422,0.0001669288,0.00003255725,0.001036239,0.9426274,0.004692794,0.0008744272,0.04982513],"study_design_scores_gemma":[0.00003434385,0.0003862309,0.0004734644,0.00004778551,0.00005093886,0.0002731791,0.00002521371,0.002654037,0.944589,0.0009346695,0.05050763,0.00002343133],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.436892,0.140632,0.3629968,0.001699264,0.001645225,0.000666012,0.0007679492,0.0008928661,0.05380782],"genre_scores_gemma":[0.8548513,0.0626477,0.06718038,0.0003648073,0.0003619276,0.0001566309,0.0007282141,0.00007686711,0.01363205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001743123,"threshold_uncertainty_score":0.005831361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1188698176598647,"score_gpt":0.3824172787992515,"score_spread":0.2635474611393868,"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."}}