{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009424868,0.000446114,0.0004307804,0.001175694,0.002686521,0.006495684,0.001567765,0.002910236,0.01038349],"category_scores_gemma":[0.01537098,0.0003258515,0.0009524798,0.0005940458,0.01626693,0.007072215,0.009750307,0.001868369,0.0008404143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002821594,"about_ca_system_score_gemma":0.003523532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001069486,"about_ca_topic_score_gemma":0.0008876819,"domain_scores_codex":[0.9862961,0.00945102,0.0003813624,0.001466626,0.001608853,0.0007959835],"domain_scores_gemma":[0.9824553,0.009000606,0.002574861,0.003275703,0.001026124,0.001667525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006402216,0.000173943,0.004619929,0.0001620815,0.00003399167,0.0002249093,0.01279223,0.004762674,0.002555969,0.9513692,0.001212627,0.02202852],"study_design_scores_gemma":[0.00006882439,0.0002107863,0.004186283,0.0002119047,0.00004236388,0.0002341986,0.008150173,0.02376389,0.002356887,0.9259658,0.03474194,0.00006672955],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2582104,0.0007240112,0.4406237,0.01576702,0.0002231557,0.0004050396,0.0001061152,0.0006860477,0.2832546],"genre_scores_gemma":[0.9789829,0.00009631259,0.01800857,0.0002988947,0.00002132291,0.0001594436,0.00002100254,0.00002879384,0.002382697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01038349,"threshold_uncertainty_score":0.04984403,"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."}}