{"id":"W4380323831","doi":"10.1007/978-981-99-2295-6_2","title":"Data Analysis and Likert Scale","year":2023,"lang":"en","type":"book-chapter","venue":"Behaviormetrics","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Wonder; Likert scale; Scale (ratio); Moment (physics); Data science; Computer science; Statistics; Psychology; Mathematics; Geography; Cartography; Social psychology; Physics","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":[0.01399781,0.001801836,0.001170032,0.007119881,0.001248883,0.002205722,0.001875275,0.0005700249,0.06776786],"category_scores_gemma":[0.07074219,0.0006520132,0.001402783,0.007220267,0.001170362,0.001606679,0.002447929,0.002740096,0.02636082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001388713,"about_ca_system_score_gemma":0.001720591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001738321,"about_ca_topic_score_gemma":0.002064837,"domain_scores_codex":[0.9767514,0.008726782,0.002788029,0.002107966,0.008887564,0.0007381855],"domain_scores_gemma":[0.9447268,0.02833293,0.002613119,0.004803209,0.01900292,0.0005210009],"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":[0.001055859,0.002344454,0.04114601,0.001546169,0.0002032853,0.0001540531,0.007020213,0.002096957,0.006291003,0.03149209,0.218154,0.688496],"study_design_scores_gemma":[0.000461029,0.002688093,0.307025,0.001560702,0.0003498498,0.0006373185,0.02163715,0.02974417,0.02976359,0.04167772,0.563945,0.0005103087],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.19933,0.0003192452,0.3068109,0.002317462,0.002333726,0.04040112,0.1082054,0.01175868,0.3285234],"genre_scores_gemma":[0.3146036,0.000408685,0.3314859,0.001418725,0.0004343716,0.1137728,0.06423819,0.005195166,0.1684426],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06776786,"threshold_uncertainty_score":0.2267061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0869760676440917,"score_gpt":0.3216655870547189,"score_spread":0.2346895194106272,"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."}}