{"id":"W4244491129","doi":"10.1351/pac20067806iv","title":"Preface","year":2006,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"Ion-surface interactions and analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Chemistry; Operations research; Computer science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001505958,0.001122394,0.001020769,0.002485999,0.00263055,0.00490717,0.001883763,0.00176605,0.5974969],"category_scores_gemma":[0.008555932,0.0004052252,0.0007883541,0.002454255,0.0006955618,0.00344196,0.002680179,0.002877938,0.4222443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002558657,"about_ca_system_score_gemma":0.003450705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004839004,"about_ca_topic_score_gemma":0.005043401,"domain_scores_codex":[0.9987136,0.0001642754,0.00009612019,0.0002602691,0.0006316158,0.0001341673],"domain_scores_gemma":[0.9953433,0.0005614695,0.0001578072,0.0004083589,0.002750412,0.0007786215],"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":[0.00002647112,0.0000146766,0.00007850803,0.000103266,0.000001981176,0.0000391647,0.00006173889,0.00003849465,0.00008143917,0.002337595,0.9649493,0.03226742],"study_design_scores_gemma":[0.000003591763,0.00001072335,0.0001728838,0.00009146789,0.0000013784,0.00004626186,0.0000626446,0.00001518409,0.00004761208,0.0008485183,0.9986961,0.000003591095],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001503467,0.01325812,0.005520883,0.03296215,0.1408429,0.0006555055,0.02037831,0.003025633,0.781853],"genre_scores_gemma":[0.00547652,0.006933486,0.002446703,0.006465284,0.015894,0.0003008034,0.01689664,0.001210532,0.9443761],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5974969,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00180154252821909,"score_gpt":0.1592552633421305,"score_spread":0.1574537208139114,"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."}}