{"id":"W7023476805","doi":"","title":"Parallel session 6 : Emerging higher education research directions","year":2020,"lang":"en","type":"article","venue":"Digital Commons - Lingnan (Lingnan University)","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Fusible alloy; Hyporeflexia; Dysgeusia; Diafiltration; Pretext; Hemopericardium","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003023099,0.000136452,0.0001581123,0.0002710695,0.002745669,0.0002225702,0.0004687674,0.00009249109,0.0002426032],"category_scores_gemma":[0.0003440054,0.0001523844,0.000112436,0.001901138,0.0004192192,0.0007485076,0.000203596,0.0003715732,0.0001847116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002050879,"about_ca_system_score_gemma":0.0005402775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002857363,"about_ca_topic_score_gemma":0.0001460771,"domain_scores_codex":[0.9983746,0.0002963915,0.0001555072,0.0003533638,0.0004169803,0.0004031796],"domain_scores_gemma":[0.9986684,0.0003597274,0.0000809876,0.0001668697,0.0004047559,0.0003192787],"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":[0.00005034421,0.0004440335,0.01688132,0.00002173224,0.00005464636,0.00001142876,0.01878242,0.0000426935,0.00003167413,0.9456868,0.008560369,0.009432506],"study_design_scores_gemma":[0.000136144,0.00004521343,0.001509654,0.00008682354,0.00001673294,3.475099e-7,0.04713783,0.000007305238,0.00001242201,0.007818314,0.9430236,0.0002055626],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1427327,0.000624419,0.00008448368,0.01728,0.0009541952,0.000294318,0.0000207473,0.0003091568,0.8376999],"genre_scores_gemma":[0.9605021,0.0001987519,0.0001097976,0.0001550874,0.0006240648,0.000003425616,0.00003051111,0.00001455014,0.0383617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9378685,"threshold_uncertainty_score":0.9985526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09999291878358166,"score_gpt":0.3602682522690497,"score_spread":0.2602753334854681,"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."}}