{"id":"W4283795236","doi":"10.32803/rise.v5i1.3022","title":"Opening Materials","year":2022,"lang":"en","type":"article","venue":"Review of Irish Studies in Europe","topic":"Irish and British Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University of Edmonton; University of Alberta","funders":"","keywords":"Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028779,0.00009695249,0.0005589767,0.00004950977,0.0006033181,0.00001140618,0.000366448,0.00001022759,0.0005334856],"category_scores_gemma":[0.002743213,0.00009406326,0.00005084677,0.0009048519,0.0003489251,0.00008791569,0.0007335583,0.000112694,0.00001977257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008822751,"about_ca_system_score_gemma":0.00007533018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002477246,"about_ca_topic_score_gemma":0.00001584563,"domain_scores_codex":[0.9977568,0.0008657021,0.0004854801,0.0001974086,0.0004225188,0.0002721051],"domain_scores_gemma":[0.9992177,0.0001606879,0.0002004846,0.0001414249,0.000253956,0.00002571223],"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":[0.000005477913,0.00005024666,0.0008895627,0.002418873,0.0000498265,0.00006511268,0.003560242,0.000001213461,0.00004308693,0.0002308093,0.9856573,0.007028276],"study_design_scores_gemma":[0.000143261,0.00005233045,0.000859707,0.003214594,0.00002809012,0.000004428032,0.007994746,5.283148e-8,0.00003729563,0.00002318567,0.9875047,0.0001376256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02022276,0.6858985,6.474679e-7,0.002747873,0.001095827,0.0005572376,0.0000278111,0.00003571959,0.2894136],"genre_scores_gemma":[0.09943488,0.8967821,0.000145992,0.001779361,0.0001636969,0.0001109623,0.000003687815,0.00001257207,0.001566772],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2878468,"threshold_uncertainty_score":0.5841293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08377682247565803,"score_gpt":0.4107382454875907,"score_spread":0.3269614230119327,"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."}}