{"id":"W4297832283","doi":"10.21432/cjlt28315","title":"Learning, Technology, and Technique","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Embodied and Extended Cognition","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Value (mathematics); Style (visual arts); Emerging technologies; Educational technology; Human–computer interaction; Engineering ethics; Mathematics education; Artificial intelligence; Engineering; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002812413,0.0005814404,0.0007171708,0.001748222,0.003998949,0.01167769,0.0009825582,0.002613388,0.008638879],"category_scores_gemma":[0.004328308,0.0001879226,0.0003338715,0.00162478,0.05621282,0.00793463,0.004504925,0.003229737,0.00147139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007037302,"about_ca_system_score_gemma":0.00592566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01147337,"about_ca_topic_score_gemma":0.008342415,"domain_scores_codex":[0.9957436,0.002238873,0.0001727825,0.0006231265,0.0008402792,0.0003813334],"domain_scores_gemma":[0.9981402,0.001049205,0.0001276563,0.0003189087,0.0001520345,0.0002118815],"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":[0.000006703995,0.0000132099,0.0002726903,0.0001092175,0.000005557558,0.00007199079,0.006033455,0.0002098016,0.0001171856,0.9678852,0.002940283,0.02233481],"study_design_scores_gemma":[0.00001041507,0.00002713915,0.0006911315,0.0003721354,0.000006507162,0.0002711528,0.004357725,0.0002530208,0.0001510306,0.7067586,0.2870852,0.00001593005],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01194099,0.03884242,0.03271922,0.0321366,0.0007418511,0.0001232693,0.00007835722,0.0001735529,0.8832436],"genre_scores_gemma":[0.8147302,0.02996212,0.03189088,0.007477771,0.0009527372,0.000371079,0.0001207848,0.0001552436,0.1143391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01167769,"threshold_uncertainty_score":0.05105942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009784019379846937,"score_gpt":0.2271375988925556,"score_spread":0.2173535795127086,"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."}}