{"id":"W4417526648","doi":"10.29173/isotl966","title":"Editorial 5(2)","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":"Mindset; Theme (computing); Closing (real estate); Scholarship; Presentation (obstetrics); Ninth; Center (category theory)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004960268,0.00003311665,0.00004085527,0.00003967236,0.0003830517,0.0001057259,0.0001162094,0.00002749874,0.0005164945],"category_scores_gemma":[0.0002841001,0.00003583187,0.00002074466,0.0001795103,0.00006576809,0.0001574467,0.00001947028,0.0001064214,0.000153784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005404136,"about_ca_system_score_gemma":0.0002751044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001483959,"about_ca_topic_score_gemma":0.00008403516,"domain_scores_codex":[0.9994569,0.00008094899,0.00007005803,0.00009072429,0.00016226,0.0001391185],"domain_scores_gemma":[0.9996818,0.0001137865,0.0000215385,0.0000855457,0.00006035057,0.00003699968],"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":[0.000002235839,0.0000146142,0.001484341,0.000001302895,0.000005849815,1.868437e-7,0.004545066,0.000001517196,0.00001626754,0.09843398,0.8880734,0.007421256],"study_design_scores_gemma":[0.00008443296,0.00000283164,0.0004843948,0.000006697469,0.000005670045,1.714376e-8,0.003733216,0.000001877176,0.00001791664,0.002094294,0.9935308,0.00003781383],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001509164,0.00009144405,0.0004951688,0.05039432,0.2489476,0.00006903024,7.056036e-7,0.0001375572,0.6983551],"genre_scores_gemma":[0.8665438,0.00005838798,0.001224098,0.00120771,0.08197625,0.00002349602,0.000002241655,0.000006296759,0.04895777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8650346,"threshold_uncertainty_score":0.5655253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02388902960851783,"score_gpt":0.3980962978942855,"score_spread":0.3742072682857677,"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."}}