{"id":"W3036156893","doi":"10.1007/s11243-020-00392-x","title":"Bio-surfactant: a green and environmentally benign reaction medium for ligand-free Pd-catalyzed Mizoroki–Heck cross-coupling reaction in water","year":2020,"lang":"en","type":"article","venue":"Transition Metal Chemistry","topic":"Catalytic Cross-Coupling Reactions","field":"Chemistry","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Chemistry; Catalysis; Aryl; Heck reaction; Ligand (biochemistry); Aqueous solution; Coupling reaction; Palladium; Pulmonary surfactant; Organic chemistry; High-resolution transmission electron microscopy; Chemical engineering; Transmission electron microscopy","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":[0.0002292447,0.0004622298,0.0002223462,0.0002768174,0.0002204146,0.0002984662,0.0003156776,0.0003644627,0.0008049698],"category_scores_gemma":[0.0001888036,0.0002156322,0.0001306455,0.0002437248,0.000217791,0.0005632505,0.0004640051,0.000518844,0.0005553574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002296924,"about_ca_system_score_gemma":0.000385701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007249239,"about_ca_topic_score_gemma":0.001405112,"domain_scores_codex":[0.9998347,0.00002755893,0.00001730458,0.00003528987,0.00005786719,0.00002721861],"domain_scores_gemma":[0.9999294,0.000009445041,0.00002071025,0.000006021804,0.00001718336,0.0000171911],"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":[0.00004150648,0.000009671566,0.00005268154,0.00007192334,0.000004679371,0.00005870441,0.00002019429,0.00004291889,0.996654,0.0002551057,0.00008411401,0.002704515],"study_design_scores_gemma":[0.000005607974,0.00003793697,0.0001148274,0.00000399621,0.000009959688,0.00009621896,0.000009602558,0.0003550605,0.9968134,0.00003852315,0.002510872,0.000004124215],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9093789,0.01437279,0.06566908,0.0006002713,0.0001864745,0.0001030548,0.0003684055,0.00065567,0.008665254],"genre_scores_gemma":[0.9783832,0.003584825,0.0119169,0.00009815521,0.0000334809,0.00003834437,0.0002383911,0.00009683891,0.00560974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008049698,"threshold_uncertainty_score":0.002692878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165156764393873,"score_gpt":0.245073333989059,"score_spread":0.2285576575496717,"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."}}