{"id":"W4392350732","doi":"10.19173/irrodl.v25i1.7531","title":"Book Review: How Education Works: Teaching, Technology, and Technique, authored by Jon Dron (AU Press, 2023)","year":2024,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Sociology; Educational technology; Pedagogy; Computer science; Mathematics education; Library science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004614243,0.00009580987,0.0001869964,0.0001320259,0.0001506629,0.0007696013,0.001341039,0.00005363879,0.00004061401],"category_scores_gemma":[0.001784491,0.00006935953,0.00003726671,0.0006756928,0.0001956807,0.0008924662,0.0009660489,0.0008325723,0.000004943811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444036,"about_ca_system_score_gemma":0.0004224475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000134798,"about_ca_topic_score_gemma":0.0000017736,"domain_scores_codex":[0.9984569,0.0003392312,0.0002543903,0.0003202825,0.0004432428,0.0001859682],"domain_scores_gemma":[0.9990769,0.0003030227,0.00009008462,0.000260708,0.0002030227,0.00006623712],"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":[0.000002048702,0.00005766824,0.0001350596,0.002088429,0.00001481783,0.00000111567,0.00008829215,3.426454e-7,0.00003458029,0.03652887,0.7750979,0.1859509],"study_design_scores_gemma":[0.00005579121,0.00003221422,0.00007492325,0.03486215,0.000004264354,0.0000174276,0.000266735,0.0007342595,0.00005387311,0.001578672,0.9622482,0.00007146306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008541905,0.8338832,0.004632881,0.151612,0.0001146851,0.0008950873,0.000015018,0.00003927985,0.008722452],"genre_scores_gemma":[0.02765504,0.9513822,0.001110274,0.002636099,0.00005034573,0.0005951485,0.000202481,0.00001183423,0.01635656],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1871503,"threshold_uncertainty_score":0.7421283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0301461443871486,"score_gpt":0.4224644138588376,"score_spread":0.392318269471689,"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."}}