{"id":"W4410886873","doi":"10.1109/mts.2025.3560347","title":"A Day Trip Through Technology Choices","year":2025,"lang":"en","type":"article","venue":"IEEE Technology and Society Magazine","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Engineering; Engineering management; Telecommunications","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":[0.001521114,0.000401875,0.0003376749,0.0008282942,0.01418594,0.01453538,0.0008587087,0.002842658,0.07711489],"category_scores_gemma":[0.004554326,0.000417102,0.0004670457,0.0009756837,0.004738662,0.009877654,0.00847056,0.007097083,0.02288011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002448818,"about_ca_system_score_gemma":0.002891535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01026923,"about_ca_topic_score_gemma":0.0346521,"domain_scores_codex":[0.9984956,0.0005700625,0.00003073282,0.0001394421,0.0003584148,0.000405841],"domain_scores_gemma":[0.9970401,0.0002829898,0.0001107205,0.0002640539,0.0004194957,0.001882576],"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":[0.0002914274,0.0002021631,0.004288096,0.00008711885,0.00004887633,0.000739052,0.05358794,0.0003943588,0.001000375,0.2117869,0.6322524,0.09532128],"study_design_scores_gemma":[0.00001020892,0.00004342672,0.001482514,0.00005463851,0.000004389743,0.00009496076,0.06311265,0.0001024859,0.0001412398,0.0218247,0.9131,0.00002874863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06856313,0.001122216,0.006174873,0.07919595,0.007348238,0.0000765752,0.0005209394,0.0004457297,0.8365523],"genre_scores_gemma":[0.4540656,0.0008923047,0.002708188,0.009361459,0.0006343683,0.00008982159,0.0003365925,0.0005650112,0.5313467],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07711489,"threshold_uncertainty_score":0.257975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412409510157602,"score_gpt":0.3274421714474615,"score_spread":0.3133180763458855,"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."}}