{"id":"W4212980088","doi":"10.1351/pac20108209iv","title":"Preface","year":2010,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"Synthesis and Reactions of Organic Compounds","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tribute; Library science; Chemistry; Chemist; Art history; History; Organic chemistry; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003333718,0.0001158548,0.0001062997,0.000005262862,0.0001014011,0.00004271685,0.0001332542,0.0001595144,0.003321843],"category_scores_gemma":[0.0000125108,0.0001028591,0.0000314066,0.00003231361,0.00006422931,0.00001979966,0.00005527599,0.0003116057,0.00002409902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006356016,"about_ca_system_score_gemma":0.00002012533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001824505,"about_ca_topic_score_gemma":0.000001200334,"domain_scores_codex":[0.9994429,3.864527e-7,0.00009953985,0.0002188504,0.00009005795,0.0001482342],"domain_scores_gemma":[0.9995377,0.00003222031,0.00003766935,0.0002901304,0.00001102649,0.00009122182],"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":[0.000004559839,0.00003517461,0.0001512028,0.00005283686,0.00001372862,7.542436e-7,0.00002294268,1.155765e-7,0.9877793,0.0002377617,0.0008747727,0.0108269],"study_design_scores_gemma":[0.0001390593,4.39219e-7,0.00007629958,0.000004458515,0.00001339727,0.00003629061,0.00009845353,0.000005852378,0.861052,0.0003590413,0.1380914,0.0001233026],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6665481,0.00005023412,0.000003434419,0.0001629838,0.00002671809,0.00001046022,0.000003540949,0.00007120669,0.3331233],"genre_scores_gemma":[0.9943146,0.00002023021,0.0002121805,0.00002423823,0.0003825816,0.00001468759,0.000009151696,0.00001619621,0.005006203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3281171,"threshold_uncertainty_score":0.9975892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004338291963594787,"score_gpt":0.1915589695719293,"score_spread":0.1872206776083345,"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."}}