{"id":"W4237751638","doi":"10.1351/pac20138504iv","title":"Preface","year":2013,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"Inorganic and Organometallic Chemistry","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heteroatom; Library science; Chemistry; Presentation (obstetrics); China; Event (particle physics); Political science; Law; Organic chemistry; Computer science; Physics","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":[0.00002799204,0.0002300907,0.0001989122,0.000005364152,0.00009984114,0.0000744792,0.0002101658,0.0002330157,0.02460248],"category_scores_gemma":[0.00001166044,0.0002168938,0.0000457188,0.00006548199,0.0001005015,0.00005185635,0.0001233903,0.0002726484,0.0002328081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002910124,"about_ca_system_score_gemma":0.00003158539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005938723,"about_ca_topic_score_gemma":1.416153e-7,"domain_scores_codex":[0.9989434,8.645809e-7,0.0001947179,0.000379633,0.00015434,0.0003270479],"domain_scores_gemma":[0.9993438,0.00002527999,0.00006609401,0.0003507874,0.00002645898,0.0001876344],"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":[0.000003718538,0.00003337658,0.000202486,0.0002796017,0.00002799589,0.000001321387,0.00006322846,3.617761e-7,0.9932651,0.0001660845,0.002605739,0.003351012],"study_design_scores_gemma":[0.0003286485,9.35873e-7,0.00005994249,0.00001188162,0.00002145503,0.00002831698,0.000360005,0.00001142085,0.9775001,0.0009194233,0.02048291,0.000274952],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6099136,0.0002051431,0.00001164147,0.000121802,0.00000828143,0.00003149249,0.000005788686,0.0001101972,0.3895921],"genre_scores_gemma":[0.9779416,0.00004084235,0.000189689,0.0001295922,0.0003071514,0.00006231767,0.00004698594,0.00003288353,0.02124894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3683431,"threshold_uncertainty_score":0.9762892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003812758404851945,"score_gpt":0.168688210884763,"score_spread":0.1648754524799111,"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."}}