{"id":"W4388527532","doi":"10.1080/17439884.2023.2280058","title":"A TechnoEthical Framework for Teachers","year":2023,"lang":"en","type":"article","venue":"Learning Media and Technology","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Existentialism; Perspective (graphical); Through-the-lens metering; Sociology; Pedagogy; Mathematics education; Lens (geology); Psychology; Engineering ethics; Epistemology; Computer science; Engineering; Philosophy; Artificial intelligence","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.000504596,0.00009143757,0.0001608968,0.0005331761,0.0004849533,0.00003540728,0.0002285743,0.0008576098,0.00002068825],"category_scores_gemma":[0.009601234,0.0000916391,0.00002845073,0.001424846,0.0008611712,0.00005300452,0.000122446,0.0006588622,0.0000738915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002550625,"about_ca_system_score_gemma":0.00007456235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001424372,"about_ca_topic_score_gemma":0.00007840791,"domain_scores_codex":[0.9990046,0.00002502026,0.0001272537,0.0002650623,0.0001419031,0.0004361679],"domain_scores_gemma":[0.9989808,0.0007510532,0.00004626167,0.0001133096,0.00004593195,0.00006267263],"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":[0.000003304971,0.000006698584,0.01863189,0.000004516647,0.000006586854,0.000005942428,0.003218084,2.203438e-7,0.00005225553,0.8166586,0.0007092606,0.1607027],"study_design_scores_gemma":[0.0001683026,0.00004578763,0.0007561282,0.00001916544,0.000005275893,0.000002354116,0.007768389,0.00001465283,0.0001491366,0.6648214,0.3261268,0.0001226762],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8094703,0.0003873295,0.006719712,0.1611486,0.0006447977,0.0005806409,0.000002834471,0.009746069,0.0112997],"genre_scores_gemma":[0.9915375,0.0002953878,0.006427622,0.00009648805,0.0001005679,0.0000953247,0.00000926069,0.0000168941,0.001420966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3254175,"threshold_uncertainty_score":0.9987413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02630081216356451,"score_gpt":0.3220226780062095,"score_spread":0.295721865842645,"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."}}