{"id":"W3149016758","doi":"10.29173/iasl8061","title":"Literature Circles Online: Practical Strategies for Creating a Reading Culture using Technology","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Computer science; Lifelong learning; Active learning (machine learning); Teamwork; Mathematics education; Literacy; Pedagogy; Psychology; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00271586,0.0008375994,0.0002562741,0.001320886,0.002497892,0.003823922,0.002361113,0.001527324,0.025343],"category_scores_gemma":[0.008872277,0.000324093,0.0004442605,0.0009212006,0.001993489,0.005348895,0.006252762,0.001315238,0.007824091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005788927,"about_ca_system_score_gemma":0.001713524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003159531,"about_ca_topic_score_gemma":0.001321861,"domain_scores_codex":[0.9980045,0.001320427,0.00006056609,0.0001429728,0.0003465117,0.0001249558],"domain_scores_gemma":[0.994055,0.003643949,0.0003000564,0.0008141681,0.0003647665,0.000822085],"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":[0.0001321219,0.001830113,0.00261708,0.0009397055,0.00002008444,0.001557645,0.08318295,0.0007751709,0.01651318,0.04089046,0.05333012,0.7982114],"study_design_scores_gemma":[0.0001434904,0.0010162,0.004634638,0.00115921,0.00005820211,0.004782305,0.07659562,0.003291201,0.01661954,0.05085924,0.8406947,0.0001457391],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2099352,0.001090114,0.4465602,0.008718956,0.00069598,0.002405557,0.0002201453,0.006175187,0.3241987],"genre_scores_gemma":[0.3082453,0.001326361,0.5776106,0.001407596,0.0001896581,0.00212848,0.0003371673,0.0009392409,0.1078157],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.025343,"threshold_uncertainty_score":0.08478081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06616296465546628,"score_gpt":0.398303507307169,"score_spread":0.3321405426517027,"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."}}