{"id":"W4281900644","doi":"10.29173/isotl606","title":"Looking Back/Looking Forward","year":2022,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Theme (computing); Coronavirus disease 2019 (COVID-19); History; Sociology; Visual arts; Computer science; Art; World Wide Web; Medicine","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000759443,0.00005883553,0.00006942359,0.00008171343,0.001386287,0.0001635104,0.0002332903,0.00001847821,0.003748414],"category_scores_gemma":[0.0001931435,0.00007416499,0.00002985636,0.0006526341,0.00008523966,0.0002600006,0.00006928125,0.0001572354,0.0001303616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002220729,"about_ca_system_score_gemma":0.0004790367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006535276,"about_ca_topic_score_gemma":0.0001977041,"domain_scores_codex":[0.9988622,0.0001942222,0.0001313836,0.0001681132,0.0004085253,0.000235551],"domain_scores_gemma":[0.9995416,0.00007604558,0.00008372724,0.0001279341,0.0001101089,0.00006053808],"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":[0.00003250145,0.0001967783,0.04363757,0.00001669669,0.00004364626,0.00001228336,0.3552981,0.001091598,0.0006409143,0.3342542,0.1541419,0.1106338],"study_design_scores_gemma":[0.0001202384,0.00001197805,0.0007409315,0.000005560416,0.000005934308,0.00000120253,0.06190144,0.0001163984,0.0000574514,0.002023661,0.9349049,0.0001102517],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08950031,0.0003831631,0.00155303,0.05968685,0.006079279,0.0003333834,0.000009428421,0.0003688474,0.8420857],"genre_scores_gemma":[0.9865885,0.000009996944,0.001272209,0.001346989,0.0005113094,0.0000453448,0.000008503373,0.00001287608,0.01020422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8970882,"threshold_uncertainty_score":0.9999138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0149264149790487,"score_gpt":0.3309894379291323,"score_spread":0.3160630229500836,"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."}}