{"id":"W4238452951","doi":"10.1351/pac20128411iv","title":"Preface","year":2012,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"Boron Compounds in Chemistry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Chemistry; Czech; Chemical nomenclature; Organic chemistry; Computer science; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.00005720926,0.0001163123,0.0001451974,0.000003770474,0.00003924931,0.0000097848,0.00004873423,0.0001308757,0.0003373987],"category_scores_gemma":[0.00001056317,0.0001060982,0.00002717661,0.00004109633,0.00006261886,0.00002280567,0.00005224509,0.0002035946,0.00002508428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002456719,"about_ca_system_score_gemma":0.00002237631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.619238e-7,"about_ca_topic_score_gemma":2.53256e-8,"domain_scores_codex":[0.9993811,9.721699e-7,0.0000995632,0.000153722,0.0001223613,0.0002423443],"domain_scores_gemma":[0.9994909,0.00001859916,0.00003001789,0.000230249,0.00001238631,0.0002178112],"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":[0.00003028153,0.00009067151,0.005259051,0.0003435549,0.00002789546,0.000001621589,0.00007575571,1.134496e-7,0.986733,0.0001213688,0.005079414,0.002237325],"study_design_scores_gemma":[0.0004544089,0.00000284116,0.001062435,0.0000187332,0.00004623193,0.0001354289,0.0001012985,0.000002296512,0.9491043,0.0001301091,0.04882285,0.0001190796],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7174096,0.0007407114,0.00001958235,0.0003172747,0.00002324961,0.00005541903,0.000003488393,0.00006919743,0.2813615],"genre_scores_gemma":[0.9944916,0.00002610272,0.0008391213,0.0002377905,0.0006672903,0.00002118307,0.00002081721,0.00001694266,0.003679151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2776823,"threshold_uncertainty_score":0.4326561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228413435877833,"score_gpt":0.2485457133119265,"score_spread":0.2362615789531482,"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."}}