{"id":"W4388635418","doi":"10.1007/978-3-031-35469-4_27-1","title":"Postdigital Academic Writing","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Education and Society","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Cognitive reframing; Meaning (existential); Academic writing; Context (archaeology); Pedagogy; Sociology; Psychology; History; Social psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001176509,0.0001719664,0.0001523704,0.00007350513,0.00005636215,0.0003138783,0.000821088,0.0002549402,0.00009862451],"category_scores_gemma":[0.00002472179,0.0001676323,0.0001569881,0.00005220884,0.00003981507,0.0004981984,0.0003784669,0.0003997047,0.004442712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004547613,"about_ca_system_score_gemma":0.0001671703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001585234,"about_ca_topic_score_gemma":5.928633e-7,"domain_scores_codex":[0.9988917,0.000002208071,0.000247274,0.0003661255,0.0002959761,0.0001967206],"domain_scores_gemma":[0.9992728,0.00008666096,0.00008419833,0.000367972,0.00007123048,0.0001171643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[7.445078e-8,0.000001715186,0.000001812312,0.000005608217,0.000009281011,0.000003443074,0.0001285405,2.516101e-7,5.533507e-7,0.9231358,0.04585692,0.03085596],"study_design_scores_gemma":[0.00007988667,0.0000244806,0.00005879216,0.0001135921,0.000004817013,0.00002021508,0.00007289389,0.0004139527,0.000009250328,0.3137995,0.6848809,0.0005217268],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005342167,0.00004578598,0.003540638,0.001601464,0.0006809006,0.00007834018,0.000007114284,0.0007695157,0.9932709],"genre_scores_gemma":[0.001115947,0.00007077692,0.001185926,0.001741602,0.0001869406,0.000002893613,0.00002015317,0.00002974447,0.995646],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.639024,"threshold_uncertainty_score":0.9963325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04385804918859812,"score_gpt":0.2840411224947057,"score_spread":0.2401830733061076,"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."}}