{"id":"W4405659565","doi":"10.29173/isotl841","title":"Editorial 4(2)","year":2024,"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":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005715548,0.00003562691,0.00003325826,0.00003488046,0.0002384536,0.0003121425,0.00008644129,0.00002549915,0.001370798],"category_scores_gemma":[0.0001219287,0.00003571399,0.00002606351,0.0001538442,0.00005717119,0.0002935007,0.00001283758,0.0001383003,0.0009446405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005377868,"about_ca_system_score_gemma":0.000226495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001033845,"about_ca_topic_score_gemma":0.0000423173,"domain_scores_codex":[0.9993847,0.00006378899,0.00006294676,0.0001092437,0.0002333568,0.0001459572],"domain_scores_gemma":[0.999709,0.0001284967,0.000009779299,0.00006438955,0.00003121425,0.00005710503],"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":[8.629502e-7,0.000006653999,0.0001091375,0.000002991776,0.000006298226,0.000001801041,0.01507633,0.000001232639,0.0000230942,0.07259621,0.8989223,0.0132531],"study_design_scores_gemma":[0.00002554621,0.000004858513,0.00004899764,0.00001136828,0.000005876401,1.81411e-7,0.002920907,0.00001183219,0.000009292707,0.001336971,0.9955753,0.00004888558],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.001631011,0.0006322667,0.0004149271,0.0518206,0.534289,0.0000745818,0.000002209905,0.0005250005,0.4106104],"genre_scores_gemma":[0.7721472,0.00008294902,0.0006108026,0.0002105512,0.2105195,0.00001447627,0.000002344219,0.00001154022,0.01640066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7705162,"threshold_uncertainty_score":0.9998332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03520618692945528,"score_gpt":0.4006301767341279,"score_spread":0.3654239898046726,"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."}}