{"id":"W4214950020","doi":"10.18357/kula.238","title":"Reading Together","year":2022,"lang":"en","type":"article","venue":"KULA knowledge creation dissemination and preservation studies","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Club; Schedule; Asynchronous communication; Zoom; Space (punctuation); Reflection (computer programming); Visual arts; Computer science; Pedagogy; Mathematics education; Multimedia; Psychology; Art; Political science; Engineering","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":[0.001614635,0.0007912604,0.0004338376,0.001018056,0.009537118,0.00928879,0.001538807,0.002261914,0.06903538],"category_scores_gemma":[0.007169428,0.0002911191,0.0006867942,0.0007803306,0.004842293,0.008266721,0.01090463,0.005195432,0.02512789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001524039,"about_ca_system_score_gemma":0.001629752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001277536,"about_ca_topic_score_gemma":0.00215689,"domain_scores_codex":[0.9964005,0.001410394,0.0001084089,0.000639622,0.0008083433,0.0006327351],"domain_scores_gemma":[0.9962301,0.0008644077,0.0003613565,0.0006742957,0.0006324797,0.00123725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001031202,0.0003960671,0.00378067,0.0002976062,0.0000368849,0.001932399,0.4943793,0.0001705298,0.004012392,0.09923217,0.1724095,0.2232495],"study_design_scores_gemma":[0.00001040942,0.0001376389,0.00132539,0.0001450529,0.00001682253,0.0008198848,0.08965582,0.00008808747,0.0009258741,0.01333088,0.8935205,0.00002358929],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07456522,0.001215034,0.01200538,0.0234875,0.003692517,0.0001570007,0.000130285,0.0006411195,0.8841061],"genre_scores_gemma":[0.3843123,0.001212079,0.005690041,0.01150714,0.0009480508,0.0001213331,0.0003751586,0.0008115309,0.5950223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06903538,"threshold_uncertainty_score":0.2309464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009742582015038,"score_gpt":0.4531589474468951,"score_spread":0.3521846892453913,"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."}}