{"id":"W2949448977","doi":"10.1093/oso/9780198754947.003.0012","title":"A difficult choice","year":2019,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Historical Linguistics and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00002432519,0.0002703394,0.0003389498,0.00007977194,0.0003510801,0.00005929549,0.0002809483,0.0001358015,0.0006774875],"category_scores_gemma":[0.0000181531,0.0002600801,0.0001721549,0.000001445917,0.0002355908,0.00002381959,0.0002037935,0.0003076961,0.00001597451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001205711,"about_ca_system_score_gemma":0.00004306788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002824144,"about_ca_topic_score_gemma":0.0005266824,"domain_scores_codex":[0.9991829,0.000008372248,0.0001233589,0.0002977462,0.0001901576,0.000197429],"domain_scores_gemma":[0.9992018,0.00007715687,0.0001371416,0.0002892736,0.000221546,0.00007311856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001592929,0.000007415332,3.189245e-7,0.00006028211,0.0001279874,0.00006117429,0.003444067,4.038847e-7,4.004556e-7,0.968951,0.02624642,0.001084569],"study_design_scores_gemma":[0.0002236197,0.00005040237,7.776015e-7,0.00007167181,0.0001741939,4.854328e-7,0.0001653503,0.000004548486,6.194837e-7,0.0002128285,0.9987562,0.0003393136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007487147,0.0002532347,0.000007177142,0.000009178709,0.0008368213,0.0001913585,0.0003070617,0.0001029957,0.9982847],"genre_scores_gemma":[0.000522394,0.0001027381,0.00001714082,0.00006606973,0.0009262905,2.721534e-7,0.00003848365,0.00003631732,0.9982903],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9725097,"threshold_uncertainty_score":0.9999852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02992801682769909,"score_gpt":0.192700777484661,"score_spread":0.1627727606569619,"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."}}