{"id":"W4281616911","doi":"10.29173/isotl605","title":"Retrospective","year":2022,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"Mount Royal University","keywords":"Mount; Management; Institution; Sociology; Computer science; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006260355,0.0005159729,0.0005660793,0.002560205,0.006463101,0.005204934,0.00213101,0.00200635,0.2311564],"category_scores_gemma":[0.02426091,0.0005502656,0.0005857054,0.003446775,0.00242871,0.004381831,0.005292061,0.004213137,0.0763765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004870409,"about_ca_system_score_gemma":0.007846945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01911095,"about_ca_topic_score_gemma":0.02322446,"domain_scores_codex":[0.9951463,0.001244793,0.0003426727,0.0009757275,0.001423736,0.0008667754],"domain_scores_gemma":[0.9903296,0.001779805,0.0008002616,0.001944097,0.003882547,0.001263608],"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":[0.0002471763,0.0001121804,0.00901365,0.0004299224,0.00002104592,0.0007862396,0.01503524,0.0001042097,0.0004061567,0.140228,0.7344761,0.09913991],"study_design_scores_gemma":[0.000006360346,0.00001733951,0.002012829,0.0002205315,0.000005188609,0.0002100444,0.004290481,0.00002518758,0.0001341143,0.00242567,0.9906405,0.00001191893],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03929516,0.005589039,0.01001078,0.05435152,0.01649817,0.00175292,0.031487,0.0009636436,0.8400518],"genre_scores_gemma":[0.06732816,0.004154095,0.003883303,0.02382889,0.002075601,0.001720478,0.0140956,0.0006593539,0.8822546],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7688436,"threshold_uncertainty_score":0.7732952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02655277146993307,"score_gpt":0.4084324337877643,"score_spread":0.3818796623178312,"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."}}