{"id":"W4283451720","doi":"10.14434/josotl.v22i2.31668","title":"Keep it Light","year":2022,"lang":"en","type":"article","venue":"Journal of the Scholarship of Teaching and Learning","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Saskatchewan Polytechnic","funders":"","keywords":"Recall; Psychology; Library instruction; Multimedia; Computer science; Pedagogy; Information literacy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002709933,0.001323951,0.0009136273,0.001539339,0.00856718,0.01649541,0.002095005,0.009114387,0.2413008],"category_scores_gemma":[0.02116594,0.000534688,0.001371034,0.0009643587,0.004702363,0.01497705,0.01007427,0.01273546,0.1818846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002388577,"about_ca_system_score_gemma":0.004965052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004189922,"about_ca_topic_score_gemma":0.007126218,"domain_scores_codex":[0.9962681,0.000811212,0.0001515392,0.000668212,0.001453916,0.0006471068],"domain_scores_gemma":[0.9894724,0.00177933,0.0005326776,0.001508277,0.003627584,0.003079629],"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":[0.00006405261,0.00004688925,0.0005118736,0.0001890187,0.00002011083,0.0003266875,0.001931516,0.00002490614,0.0006067168,0.007410621,0.9123626,0.07650511],"study_design_scores_gemma":[0.000006633679,0.00001278714,0.0001976335,0.000158738,0.000007471944,0.0002388967,0.001486082,0.00001293866,0.000123849,0.003150396,0.9945924,0.00001206925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004627875,0.01690292,0.00882329,0.4173634,0.1307666,0.0002366613,0.001494681,0.004511793,0.4152728],"genre_scores_gemma":[0.03648822,0.01147581,0.007745216,0.2479632,0.02593343,0.0003079506,0.001237968,0.00307399,0.6657742],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2413008,"threshold_uncertainty_score":0.8072315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01911201858952273,"score_gpt":0.2982521925380542,"score_spread":0.2791401739485315,"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."}}