{"id":"W4226412807","doi":"10.1344/jnmr.v3i1.38965","title":"Contagious Education","year":2022,"lang":"en","type":"article","venue":"Matter Journal of New Materialist Research","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; University of British Columbia","funders":"","keywords":"Emerging technologies; Wearable computer; Tracking (education); Sociology; Data science; Computer science; Engineering ethics; Political science; Knowledge management; Epistemology; Artificial intelligence; Engineering; Pedagogy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001367241,0.00005641505,0.0001121361,0.0001910836,0.0002359438,0.000753919,0.001159319,0.00001521408,0.001725166],"category_scores_gemma":[0.00003142187,0.00005181992,0.00006221587,0.0003402012,0.00003641927,0.0004686359,0.0004091357,0.0002601344,0.0001470729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002144529,"about_ca_system_score_gemma":0.001346796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001315622,"about_ca_topic_score_gemma":6.622923e-7,"domain_scores_codex":[0.9983452,0.0002654448,0.0002805312,0.0001193335,0.000777058,0.0002124405],"domain_scores_gemma":[0.9991059,0.00003837427,0.000126374,0.0002661716,0.0003010642,0.0001620925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000170953,0.0001767759,0.0004368467,0.00001075351,0.00001001508,0.00001051932,0.002777524,0.000004375459,0.00253179,0.008932566,0.9775238,0.007567908],"study_design_scores_gemma":[0.0003920607,0.0002105171,0.005332672,0.00001397517,0.000002109726,0.0005928819,0.001496989,0.00001633444,0.001468499,0.0189516,0.9714105,0.0001119004],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8549528,0.0003309917,0.004699026,0.09259486,0.0113632,0.0003029861,0.000008549254,0.00004070102,0.03570695],"genre_scores_gemma":[0.9706454,0.000007867864,0.002622424,0.003141842,0.0005232266,0.00001089152,0.000003039087,0.00001057145,0.02303468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1156927,"threshold_uncertainty_score":0.9991874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06643496262226499,"score_gpt":0.3904850935806244,"score_spread":0.3240501309583594,"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."}}