{"id":"W6907913806","doi":"10.25416/ntr.17710862.v1","title":"Scholarship-of-Leading-Mini-Cases November 2019","year":2022,"lang":"en","type":"other","venue":"Edge Hill University","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Higher education; Scholarship of Teaching and Learning; Academic department; Engineering education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00634903,0.0007917793,0.0006767387,0.002185621,0.007326193,0.01663582,0.003068533,0.005710302,0.3811197],"category_scores_gemma":[0.02554801,0.0005731414,0.0007592407,0.002223444,0.003330875,0.008364428,0.01887732,0.005007589,0.248623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00946197,"about_ca_system_score_gemma":0.02239322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02111807,"about_ca_topic_score_gemma":0.05590147,"domain_scores_codex":[0.9906379,0.001554482,0.0004952319,0.0005182199,0.00438037,0.00241375],"domain_scores_gemma":[0.9728733,0.001358102,0.0005599187,0.001403975,0.007001779,0.01680291],"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":[0.000005148021,0.00001544232,0.0001208453,0.00004458967,8.146595e-7,0.00004540983,0.0001493328,0.00001090364,0.00002507049,0.00731274,0.9722539,0.02001579],"study_design_scores_gemma":[0.000002533134,0.000005709876,0.0002340323,0.0001124656,4.173276e-7,0.00004123248,0.0003193605,0.00001544373,0.00002324686,0.0008104126,0.9984311,0.000004033531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002088059,0.00960616,0.001246875,0.1089414,0.07124121,0.0003118185,0.001978263,0.001117077,0.8034692],"genre_scores_gemma":[0.01688841,0.007863222,0.001375795,0.01766123,0.006375357,0.0002098074,0.003312092,0.000681976,0.9456321],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3811197,"threshold_uncertainty_score":0.8827577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02717527869940899,"score_gpt":0.2390218477049841,"score_spread":0.2118465690055751,"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."}}