{"id":"W4401984369","doi":"10.1016/j.lindif.2024.102526","title":"Triggers for self-regulated learning: A conceptual framework for advancing multimodal research about SRL","year":2024,"lang":"en","type":"article","venue":"Learning and Individual Differences","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada; Oulun Yliopisto; Academy of Finland","keywords":"Situated; Conceptual framework; Psychology; Quality (philosophy); Field (mathematics); Task (project management); Teamwork; Computer science; Cognitive science; Cognitive psychology; Data science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007928839,0.0003644526,0.0005417971,0.0005346662,0.001522028,0.0004681554,0.00030953,0.0005068745,0.0003069546],"category_scores_gemma":[0.004821194,0.000308717,0.000165437,0.0006698912,0.0005069884,0.0001383777,0.00009205727,0.003214613,0.00003886901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000603781,"about_ca_system_score_gemma":0.0001255829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007447582,"about_ca_topic_score_gemma":0.000002458939,"domain_scores_codex":[0.9941322,0.002821826,0.0004758541,0.000977848,0.0004526864,0.001139609],"domain_scores_gemma":[0.9873978,0.0118495,0.0001528821,0.0001689563,0.0002662804,0.0001645173],"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":[0.0006601514,0.0002631252,0.05328538,0.0004626057,0.001408547,0.00002097534,0.2221458,0.0003413179,0.0007986597,0.2490725,0.002697357,0.4688436],"study_design_scores_gemma":[0.004309448,0.009024223,0.1063932,0.002151092,0.0004546616,0.00005681704,0.08835354,0.0379953,0.0002930585,0.03713977,0.7118906,0.001938349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8670179,0.003745613,0.1231762,0.0005373806,0.001281206,0.0008529737,0.00003194445,0.000995181,0.002361648],"genre_scores_gemma":[0.9448763,0.00004293477,0.04493313,0.00006049795,0.0007540747,0.0003976051,0.00009648134,0.00008886535,0.008750157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7091932,"threshold_uncertainty_score":0.9999365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1310365247724622,"score_gpt":0.4638713245391162,"score_spread":0.332834799766654,"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."}}