{"id":"W3201810944","doi":"10.59236/td2021vol14iss21585","title":"Navigating the Chaos: The Value of SoTL During Times of Uncertainty","year":2021,"lang":"en","type":"article","venue":"Transformative Dialogues Teaching and Learning Journal","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of British Columbia","funders":"","keywords":"CHAOS (operating system); Value (mathematics); Mathematics; Statistics; Computer science; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03683129,0.0005546726,0.001012103,0.004306103,0.01739497,0.03132644,0.0027053,0.006563233,0.003824505],"category_scores_gemma":[0.04721289,0.0005428903,0.0007123914,0.00376614,0.09460465,0.05031058,0.03157524,0.01026988,0.0007312222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009448091,"about_ca_system_score_gemma":0.0139758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003454301,"about_ca_topic_score_gemma":0.004025786,"domain_scores_codex":[0.9668265,0.02416396,0.0008952445,0.001656962,0.004085462,0.002371899],"domain_scores_gemma":[0.9477018,0.03612529,0.003270569,0.005762767,0.00340095,0.003738503],"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":[0.00004976624,0.00002170906,0.001370832,0.0001617644,0.00001668742,0.0004506916,0.2520856,0.0007282571,0.0003248077,0.7231838,0.003278934,0.01832715],"study_design_scores_gemma":[0.00000888012,0.00002655487,0.0004124289,0.0003540622,0.000008925987,0.0002558341,0.1642653,0.001516992,0.0003042925,0.7607449,0.07205997,0.00004173159],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2226197,0.009627904,0.1650514,0.3322184,0.002451835,0.0001546366,0.0001453182,0.000482414,0.2672483],"genre_scores_gemma":[0.9827692,0.001162457,0.009042311,0.003221094,0.000296545,0.00006714799,0.00003046547,0.0001364572,0.003274319],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03683129,"threshold_uncertainty_score":0.1947848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01423269802446126,"score_gpt":0.2641452786133853,"score_spread":0.249912580588924,"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."}}