{"id":"W2056903665","doi":"10.1038/nchem.1983","title":"Rethinking cross-coupling","year":2014,"lang":"en","type":"letter","venue":"Nature Chemistry","topic":"Catalytic Cross-Coupling Reactions","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Engineering and Physical Sciences Research Council","keywords":"Chemistry; Aryl; Palladium; Halide; Coupling (piping); Polymer chemistry; Transition metal; Computational chemistry; Coupling reaction; Combinatorial chemistry; Photochemistry; Organic chemistry; Catalysis; Alkyl","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003132258,0.001007211,0.000867418,0.00006747598,0.0004415166,0.0006796937,0.001496285,0.01280557,0.003788929],"category_scores_gemma":[0.000996011,0.00111079,0.000687862,0.0002341028,0.0004219675,0.0001279541,0.0003163661,0.02474368,0.000257423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007384874,"about_ca_system_score_gemma":0.0003201282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002583759,"about_ca_topic_score_gemma":0.00000127439,"domain_scores_codex":[0.9953313,5.52978e-7,0.0007846475,0.001627269,0.00117936,0.001076805],"domain_scores_gemma":[0.9956689,0.000615601,0.0007072719,0.002427907,0.0004183194,0.0001619239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001225246,0.00002221029,0.000176291,0.00266892,0.0001481711,0.0003999251,0.00005207706,0.00006248293,0.3319953,0.000002871882,0.6644014,0.00005808505],"study_design_scores_gemma":[0.0003115091,0.000001273339,0.000002956529,0.0004850412,0.0001183167,0.0003262071,0.000005861068,0.0003297612,0.4173021,0.0004528172,0.5798881,0.0007759865],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5276178,0.005868713,0.00004524299,0.3326614,0.004499048,0.0003621385,0.0009703449,0.004419141,0.1235563],"genre_scores_gemma":[0.4400448,0.00007303537,0.0001554825,0.3446647,0.0704344,0.0001269631,0.0125484,0.000939858,0.1310123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08757292,"threshold_uncertainty_score":0.9991342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410403604515378,"score_gpt":0.2878797240834067,"score_spread":0.273775688038253,"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."}}