{"id":"W4255123273","doi":"10.1351/pac20098104iv","title":"Preface","year":2009,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry; Physical organic chemistry; Reactivity (psychology); Organic chemistry; Computational chemistry; Library science; Nanotechnology; Polymer science; 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":[0.00005371236,0.0002043644,0.0001824105,0.000006491381,0.000107575,0.00007128772,0.0002527641,0.0002198943,0.001247717],"category_scores_gemma":[0.00002522679,0.0002038223,0.00004424766,0.00006829804,0.00007085552,0.00003307713,0.00006900528,0.0003983263,0.00002214628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003741507,"about_ca_system_score_gemma":0.00004549711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.141237e-7,"about_ca_topic_score_gemma":1.652001e-7,"domain_scores_codex":[0.9988099,0.000001321214,0.0001664767,0.0003912341,0.0002435781,0.0003875111],"domain_scores_gemma":[0.9992789,0.00002286159,0.0000501301,0.0004001319,0.00002491219,0.0002230797],"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":[0.00002093068,0.0000557431,0.0001062591,0.0001796998,0.00001525415,0.000008763753,0.00005013316,0.000002853986,0.9844385,0.0003258643,0.001893013,0.01290295],"study_design_scores_gemma":[0.000409135,0.000003462913,0.0000486516,0.00001713761,0.00001257628,0.00003383944,0.00008113075,0.00002934524,0.9642342,0.002649323,0.03224753,0.0002336571],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4859333,0.0002329935,0.00001391738,0.0004979941,0.000004503048,0.00002901818,0.000009904411,0.000140916,0.5131375],"genre_scores_gemma":[0.9842946,0.00006066539,0.0002416562,0.0001405419,0.0003151823,0.00001634953,0.00004589382,0.00001612191,0.01486901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4983613,"threshold_uncertainty_score":0.9996653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008935319645480872,"score_gpt":0.2347008323384661,"score_spread":0.2257655126929852,"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."}}