{"id":"W4389233556","doi":"10.1016/j.chb.2023.108061","title":"Examining change in students’ self-regulated learning patterns after a formative assessment using process mining techniques","year":2023,"lang":"en","type":"article","venue":"Computers in Human Behavior","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Formative assessment; Self-regulated learning; Popularity; Psychology; Mathematics education; Social psychology","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":[0.002569916,0.0003179562,0.0003459002,0.001516315,0.0003114227,0.0009881718,0.0005288092,0.0004912817,0.001089081],"category_scores_gemma":[0.01591345,0.0001410412,0.0003684937,0.0007526137,0.0002183778,0.0005466638,0.0005824052,0.000665181,0.0003816481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004296459,"about_ca_system_score_gemma":0.0005283308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001781398,"about_ca_topic_score_gemma":0.002338617,"domain_scores_codex":[0.9987822,0.0002662327,0.0001288096,0.0001918999,0.0005245268,0.0001062922],"domain_scores_gemma":[0.9890003,0.004925217,0.001810447,0.0006095305,0.002901625,0.0007528668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001464476,0.006036376,0.7470664,0.0001067481,0.0001759583,0.0002009618,0.006012749,0.002137805,0.021477,0.0002372952,0.0007550893,0.2143291],"study_design_scores_gemma":[0.00003703449,0.003230055,0.9669917,0.00002076452,0.00006138723,0.00009205976,0.001698066,0.009937412,0.0168474,0.0002726478,0.0007692861,0.00004209215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984443,0.00001025225,0.000954479,0.0000280857,0.000006024737,0.00003585771,0.00006547794,0.0000317892,0.0004238004],"genre_scores_gemma":[0.9974979,0.00001587527,0.00136508,0.000008052887,0.000003119406,0.00005328213,0.00009985865,0.000004272519,0.0009525517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002569916,"threshold_uncertainty_score":0.01359117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0741594259721304,"score_gpt":0.3517297662624404,"score_spread":0.27757034029031,"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."}}