{"id":"W4412073640","doi":"10.29173/isotl891","title":"Editorial 5(1)","year":2025,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004906931,0.00003300153,0.00004082225,0.00003938126,0.0003801689,0.000108437,0.0001192343,0.00002738762,0.0004874663],"category_scores_gemma":[0.0002734212,0.00003572112,0.00002066222,0.0001779888,0.0000664064,0.0001568357,0.00002021264,0.0001056259,0.000151901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005435934,"about_ca_system_score_gemma":0.0002726204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001556528,"about_ca_topic_score_gemma":0.0000827851,"domain_scores_codex":[0.9994584,0.00008054455,0.00007005176,0.00009079059,0.0001614604,0.0001388033],"domain_scores_gemma":[0.9996827,0.0001113892,0.0000215119,0.00008814684,0.00006025481,0.00003601462],"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":[0.000002194966,0.00001480475,0.001352956,0.000001276458,0.000005891262,1.909828e-7,0.00462186,0.000001646667,0.00001588561,0.1035948,0.8825297,0.007858701],"study_design_scores_gemma":[0.00008350571,0.000002783978,0.0004500648,0.000006717868,0.000005624159,1.739855e-8,0.003743831,0.000002138406,0.00001659537,0.001948426,0.9937027,0.00003764491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001476603,0.0001011285,0.0004558002,0.04749222,0.2427733,0.00006885161,7.147504e-7,0.0001425076,0.7074888],"genre_scores_gemma":[0.8657929,0.00006436711,0.001323323,0.001224349,0.0797808,0.0000248103,0.000002331825,0.00000642553,0.05178067],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8643163,"threshold_uncertainty_score":0.5337414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02382509757824935,"score_gpt":0.3980338912295932,"score_spread":0.3742087936513439,"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."}}