{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004079734,0.001875908,0.001535757,0.002449263,0.00334206,0.007957472,0.002762526,0.01169745,0.2153443],"category_scores_gemma":[0.0275623,0.0006999567,0.001615933,0.001016417,0.001812365,0.00435074,0.003053707,0.0103402,0.1365225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002063094,"about_ca_system_score_gemma":0.003741723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001767279,"about_ca_topic_score_gemma":0.003792018,"domain_scores_codex":[0.9952023,0.0006146475,0.0003837422,0.0009724548,0.00233472,0.0004920787],"domain_scores_gemma":[0.9824659,0.003019158,0.001234235,0.001199427,0.00745153,0.004629757],"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":[0.000007611717,0.00000577696,0.00001935934,0.00005145895,0.000001544009,0.00003582799,0.000008769684,0.000004968428,0.00002759615,0.0001703348,0.9961481,0.003518731],"study_design_scores_gemma":[0.000008938555,0.000008339805,0.0001032744,0.0001216474,0.00000271189,0.00005743084,0.000037779,0.00001582403,0.00002808102,0.0002643633,0.9993468,0.000004749028],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000043312,0.001290181,0.00009350727,0.04038731,0.9445086,0.0000428814,0.0001184259,0.0001410457,0.01337471],"genre_scores_gemma":[0.001027649,0.001722525,0.0001326611,0.07807696,0.8189078,0.00009292545,0.0002213114,0.0001879474,0.09963031],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2153443,"threshold_uncertainty_score":0.7203984,"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."}}