{"id":"W2916521045","doi":"10.21083/irss.v1i2.702","title":"Vol. 1.2 Front Matter","year":2008,"lang":"en","type":"article","venue":"International Review of Scottish Studies","topic":"Chemical and Physical Properties of Materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Front (military); History; 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":[0.000174005,0.000104565,0.0003742471,0.00001443439,0.00004668902,0.000007610996,0.0003098802,0.00001647666,0.007054056],"category_scores_gemma":[0.0005018016,0.00007160161,0.00009890977,0.00002601733,0.0002475226,0.0001358119,0.0002051029,0.0000371966,0.00266342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003109564,"about_ca_system_score_gemma":0.00001290662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003010009,"about_ca_topic_score_gemma":6.103382e-7,"domain_scores_codex":[0.9989254,0.00002964319,0.0004093477,0.0001771323,0.0003452758,0.0001131604],"domain_scores_gemma":[0.9991406,0.00007733886,0.0001502788,0.0001346314,0.0004663688,0.00003075022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002850291,0.00009903024,0.0006742113,0.002934439,0.00008908242,0.000007548838,0.0001371876,8.274966e-7,0.3174796,0.0001595414,0.6773765,0.001013507],"study_design_scores_gemma":[0.0003963099,0.00007487102,0.00379314,0.01471281,0.00005801342,0.00004039993,0.00004667557,0.000003032221,0.7657851,0.002403509,0.2122953,0.000390909],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8316275,0.1413338,0.00001704889,0.004293249,0.002500842,0.0002420959,0.00008106006,0.00004499649,0.01985946],"genre_scores_gemma":[0.8873025,0.1026327,0.001035123,0.004523912,0.000629399,0.00005931133,0.00001209637,0.00001437805,0.003790605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4650812,"threshold_uncertainty_score":0.9981131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04096631726611721,"score_gpt":0.3072723627352705,"score_spread":0.2663060454691533,"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."}}