{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003202105,0.0000958499,0.0001678061,0.002231603,0.0009229903,0.00002953457,0.000183215,0.0001372522,0.00008716195],"category_scores_gemma":[0.001045568,0.00009986496,0.00002157442,0.0009341752,0.0004458388,0.0000633628,0.00008037305,0.001845346,0.000002794451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005721275,"about_ca_system_score_gemma":0.0002251746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004530517,"about_ca_topic_score_gemma":0.00008869155,"domain_scores_codex":[0.9991384,0.0001082758,0.0001867495,0.000190621,0.00009070975,0.0002852519],"domain_scores_gemma":[0.999479,0.00005325096,0.000187044,0.00006628395,0.0000586481,0.0001558029],"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":[0.00004070303,0.00003992336,0.1365857,0.00003678561,0.00003142019,0.002652535,0.0007435737,0.0001608773,0.1123784,0.436749,0.000651229,0.3099299],"study_design_scores_gemma":[0.0008754685,0.003192892,0.00009386459,0.00007386653,0.00003987837,0.02764007,0.0100418,0.0001620991,0.04024266,0.2799092,0.6373245,0.0004037406],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610848,0.00249052,0.0002461621,0.01448395,0.0002686895,0.0001984882,0.00000578247,0.0002524964,0.02096914],"genre_scores_gemma":[0.9989206,0.000144305,0.0002586707,0.00006443336,0.00002075047,0.0000147313,4.563079e-7,0.0000146246,0.0005614124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6366732,"threshold_uncertainty_score":0.8017211,"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."}}