{"id":"W4366588310","doi":"10.1111/bjet.13325","title":"Human and artificial intelligence collaboration for socially shared regulation in learning","year":2023,"lang":"en","type":"article","venue":"British Journal of Educational Technology","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":245,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Academy of Finland","keywords":"Operationalization; Affordance; Artificial intelligence; Computer science; Human intelligence; Empirical research; Knowledge management; Cognitive science; Psychology; Human–computer interaction; Epistemology","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":[0.0005395813,0.00004215345,0.0001043423,0.0004579716,0.0001844784,0.0001263931,0.0001877906,0.00008163186,0.000007476439],"category_scores_gemma":[0.001150728,0.000056045,0.00002255752,0.0009564729,0.00004842478,0.0002314283,0.00003752308,0.000242454,0.000003123656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004166737,"about_ca_system_score_gemma":0.0002765846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004777356,"about_ca_topic_score_gemma":0.00008086905,"domain_scores_codex":[0.9993121,0.00003956849,0.0003116242,0.0001169061,0.0001083312,0.0001114818],"domain_scores_gemma":[0.9992404,0.0001424148,0.0002200802,0.00004614843,0.0003283694,0.00002259997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000514573,0.0001077827,0.004647731,0.00001759419,0.00001560524,0.00001200583,0.0007357638,0.004666749,0.002978994,0.8321607,0.001543734,0.1531082],"study_design_scores_gemma":[0.0001014008,0.0001279479,0.022131,0.00009775643,0.000003297697,0.00015303,0.001002641,0.02362487,0.0001975115,0.9518778,0.0006018941,0.00008083682],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8098695,0.0004070069,0.03735887,0.1516755,0.0003847765,0.0001473445,0.000003872489,0.00007918225,0.00007398459],"genre_scores_gemma":[0.9790623,0.00005889858,0.02039246,0.00001980836,0.0001668797,0.000005656691,0.00001009848,0.00000481191,0.0002790541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1691929,"threshold_uncertainty_score":0.2285449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02410412312663614,"score_gpt":0.3403367038614019,"score_spread":0.3162325807347658,"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."}}