{"id":"W4250815986","doi":"10.1108/s2055-364120160000008026","title":"Subject Index","year":2016,"lang":"en","type":"other","venue":"Innovations in higher education teaching and learning","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; General partnership; Emerald; Index (typography); Library science; Subject (documents); Alliance; Citation; Political science; Sociology; Chemistry; Law; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001855717,0.0001559561,0.0001565949,0.0008383398,0.0008108492,0.0001467814,0.0001487739,0.0002303669,0.01208553],"category_scores_gemma":[0.0004497495,0.0001533131,0.00002249562,0.000399114,0.0001026571,0.0001643492,0.00002838666,0.001290824,0.0001677916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002079874,"about_ca_system_score_gemma":0.0005600665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008186253,"about_ca_topic_score_gemma":0.0004200561,"domain_scores_codex":[0.9979199,0.001034069,0.0002622671,0.000298318,0.0002424602,0.0002430415],"domain_scores_gemma":[0.9991528,0.0002887349,0.0002661821,0.0001705001,0.00005752041,0.00006429552],"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":[0.000001886806,0.0001394679,0.02617696,0.00002855925,0.00002385716,3.899482e-7,0.009255343,0.000003337052,0.000004937361,0.2708668,0.564128,0.1293704],"study_design_scores_gemma":[0.0000880826,0.000005790743,0.009298334,0.0002204752,0.000007018209,3.400423e-7,0.003536987,5.31362e-7,1.149465e-7,0.0005864307,0.9860604,0.0001954964],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001130254,0.0005131689,0.0001202917,0.01097442,0.002590198,0.0002098674,0.000001817877,0.0002411326,0.9842188],"genre_scores_gemma":[0.1583315,0.0002050398,0.000764209,0.0004016887,0.001509193,0.00008754838,0.00002832208,0.0001128628,0.8385596],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4219324,"threshold_uncertainty_score":0.9984183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04720472124785896,"score_gpt":0.3864052924818375,"score_spread":0.3392005712339785,"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."}}