{"id":"W3083706485","doi":"10.59236/td2020vol13iss1363","title":"So Much to Learn, So Many Students, So Little Time","year":2020,"lang":"en","type":"article","venue":"Transformative Dialogues Teaching and Learning Journal","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Mathematics education; Psychology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003032011,0.0002570362,0.0002947646,0.0002815549,0.002650834,0.002817909,0.0003389459,0.00006317401,0.0002948304],"category_scores_gemma":[0.0007205119,0.0002311685,0.0001106131,0.0002229696,0.00007438068,0.001366271,0.0001109978,0.001568734,0.0007134297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003394211,"about_ca_system_score_gemma":0.00003193404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001394395,"about_ca_topic_score_gemma":0.000006625823,"domain_scores_codex":[0.9982146,0.0002677258,0.0004097846,0.0002602667,0.0004361848,0.0004114357],"domain_scores_gemma":[0.9993632,0.0001332857,0.0002333666,0.00007968347,0.00009906375,0.00009142076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008055457,0.0005006236,0.04623863,0.001171047,0.0005648946,0.00004249305,0.2147552,0.001646337,0.001918187,0.006350892,0.1163967,0.6096094],"study_design_scores_gemma":[0.001002013,0.000129987,0.01739564,0.0001962612,0.0001345773,0.000008715487,0.008257394,0.00466709,0.00001037305,0.0003458627,0.9673947,0.000457374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9376027,0.0002026519,0.01568783,0.01933684,0.0004289422,0.0003992624,0.000001916288,0.0003306044,0.02600924],"genre_scores_gemma":[0.9891381,0.00006231717,0.0006901909,0.006045431,0.002121854,0.000009133666,0.00005739209,0.00004178032,0.001833752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.850998,"threshold_uncertainty_score":0.9986476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01667496406628131,"score_gpt":0.25438804049727,"score_spread":0.2377130764309887,"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."}}