{"id":"W2405151678","doi":"","title":"Clustering and Visualizing Study State Sequences","year":2013,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Visualization; Cluster analysis; GRASP; Computer science; Data visualization; Human–computer interaction; Data science; Artificial intelligence; Software engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005829544,0.0002384466,0.0002811784,0.0002973771,0.0002817636,0.0008561263,0.0007168967,0.00007855082,0.000008180366],"category_scores_gemma":[0.00009362825,0.0002289583,0.00005830457,0.0004845244,0.00005717894,0.000861074,0.0005925544,0.0003344231,0.0000290515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009899401,"about_ca_system_score_gemma":0.00008604142,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01050527,"about_ca_topic_score_gemma":0.001149847,"domain_scores_codex":[0.9981083,0.0001592979,0.0003576615,0.0004982348,0.0003124914,0.0005640508],"domain_scores_gemma":[0.9987525,0.0001000089,0.0001538776,0.0006370399,0.00009755233,0.0002590383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001794754,0.0009436255,0.4710398,0.0001061226,0.0002017771,0.0002876077,0.008072944,0.016325,0.01188542,0.0161546,0.001074515,0.4738906],"study_design_scores_gemma":[0.000271837,0.0002792476,0.07759464,0.00003490871,0.00001069208,0.00006461445,0.0004352248,0.9158553,0.0004495686,0.004486369,0.000185046,0.0003325052],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4572712,0.0002421494,0.5375573,0.003772282,0.00005619272,0.0003705192,0.000001353499,0.0006229422,0.0001060933],"genre_scores_gemma":[0.8771672,0.00006111649,0.121231,0.0007838344,0.00005274463,0.0001115751,0.000001229942,0.00002357378,0.0005676852],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8995304,"threshold_uncertainty_score":0.9960839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254074159388277,"score_gpt":0.2623047733841814,"score_spread":0.2497640317902986,"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."}}