{"id":"W4206060745","doi":"10.1145/3492724.3492727","title":"An Exploratory Study on Academic Reading Contexts, Technology, and Strategies","year":2021,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Reading (process); Computer science; Emerging technologies; Process (computing); Exploratory research; Knowledge management; Sociology; Political science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.001023371,0.00008971764,0.0001389123,0.0004671824,0.0001427761,0.0004081028,0.0003240455,0.0000675267,0.0002431116],"category_scores_gemma":[0.0001513687,0.00006506847,0.00001826754,0.0007432335,0.00006391723,0.00156328,0.0001186888,0.0001777716,0.0002141246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001110342,"about_ca_system_score_gemma":0.00003858484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001646615,"about_ca_topic_score_gemma":0.00005024328,"domain_scores_codex":[0.9986777,0.00007766389,0.0003210381,0.0002771658,0.0005186078,0.0001278792],"domain_scores_gemma":[0.9992539,0.0001078308,0.00007589419,0.0003477347,0.0001546373,0.00006003022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005170187,0.0004455876,0.3783422,0.00000480112,0.00003770467,0.0001161217,0.02061229,0.00003833362,0.006159815,0.4331446,0.01338887,0.147658],"study_design_scores_gemma":[0.0005045111,0.0002632446,0.1290351,0.000009472322,0.00001340578,0.000004274316,0.8490144,0.0002273642,0.001387617,0.01236865,0.006993041,0.0001788901],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896047,0.00005297433,0.0004260058,0.0007559948,0.00008334989,0.0001244602,0.000002202491,0.0001084895,0.008841888],"genre_scores_gemma":[0.9971565,0.00001019544,0.0001104746,0.0004234347,0.00001747557,0.00001513715,0.000001743812,0.000003683652,0.002261382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8284021,"threshold_uncertainty_score":0.3935345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2996276856176427,"score_gpt":0.4792978850231289,"score_spread":0.1796701994054862,"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."}}