{"id":"W2163595721","doi":"10.21083/irss.v3i1.692","title":"Vol 3.1 Front Matter","year":2008,"lang":"en","type":"article","venue":"International Review of Scottish Studies","topic":"Transition Metal Oxide Nanomaterials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Front (military); Computer science; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004019105,0.0001305096,0.0004715549,0.00005516657,0.0000550649,0.00001025839,0.0003143548,0.00002256596,0.009178673],"category_scores_gemma":[0.0004160274,0.000104295,0.0001238918,0.00005316605,0.0002222246,0.0002502267,0.00009789694,0.00003395432,0.003459723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004979489,"about_ca_system_score_gemma":0.00002653031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000192445,"about_ca_topic_score_gemma":0.000002408495,"domain_scores_codex":[0.9984535,0.00007262105,0.0006353114,0.0002207689,0.0004857498,0.0001320584],"domain_scores_gemma":[0.9987848,0.00008279018,0.000257159,0.0001762899,0.0006660402,0.000032919],"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":[0.00004164403,0.000151996,0.004948622,0.005334815,0.0002623152,0.00006087574,0.0004323549,0.000003840592,0.5288165,0.0006415535,0.4582968,0.001008639],"study_design_scores_gemma":[0.001299466,0.0001533246,0.08110121,0.02991222,0.0002137879,0.0004186533,0.0001676649,0.000003137759,0.6871436,0.001329119,0.197431,0.0008268745],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7991627,0.1814628,0.0002345072,0.003494955,0.004880331,0.000477189,0.0002087127,0.00007818516,0.01000057],"genre_scores_gemma":[0.7973541,0.1861532,0.007612668,0.005329941,0.0004543289,0.000122345,0.0000223203,0.00002591018,0.002925115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2608659,"threshold_uncertainty_score":0.9973162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03704281464279815,"score_gpt":0.3218638477640181,"score_spread":0.2848210331212199,"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."}}