{"id":"W2203937047","doi":"10.1039/c5cy01118c","title":"Chemically catalyzed oxidative cleavage of unsaturated fatty acids and their derivatives into valuable products for industrial applications: a review and perspective","year":2015,"lang":"en","type":"review","venue":"Catalysis Science & Technology","topic":"Chemical Synthesis and Reactions","field":"Chemistry","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Catalysis; Oxidative cleavage; Chemistry; Oxidative phosphorylation; Cleavage (geology); Perspective (graphical); Organic chemistry; Combinatorial chemistry; Biochemistry; Materials science; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006908877,0.0004560163,0.002072685,0.0004708535,0.0002542446,0.00004001851,0.0008951581,0.0006447192,0.000008120765],"category_scores_gemma":[0.00341783,0.0003159349,0.0001723568,0.003897419,0.003738679,0.0001919172,0.0005084723,0.0005509821,0.000002285322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004705047,"about_ca_system_score_gemma":0.0009441295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002598856,"about_ca_topic_score_gemma":0.000002375061,"domain_scores_codex":[0.9974526,0.00002502895,0.0006975773,0.001252276,0.0002114526,0.0003611166],"domain_scores_gemma":[0.996859,0.0002525734,0.000841393,0.0009181101,0.0009977873,0.0001311317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001101566,0.0001870439,0.000004846858,0.01364039,0.0004233788,3.995088e-7,0.0003246911,1.964798e-8,0.3009976,0.0007796948,0.0002040998,0.6834268],"study_design_scores_gemma":[0.0002669337,0.00002646806,2.255612e-7,0.004713929,0.001998765,0.00005133051,0.00129444,0.000002086764,0.574896,0.001708823,0.4145407,0.0005002491],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004399552,0.9969988,0.00009512511,0.0004956516,0.00001499129,0.001351709,0.0001598835,0.00009850886,0.0003453085],"genre_scores_gemma":[0.00233943,0.9946671,0.0009790037,0.000008290198,0.00006037217,0.001616495,0.0002345927,0.00003154252,0.00006319408],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6829265,"threshold_uncertainty_score":0.9999292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05038750700949803,"score_gpt":0.331044442509533,"score_spread":0.280656935500035,"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."}}