{"id":"W4392721389","doi":"10.22318/icls2023.214202","title":"Designing and Implementing a Societal-Context Course for Physics Undergraduates","year":2023,"lang":"en","type":"article","venue":"Proceedings.","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; University of Toronto","funders":"","keywords":"Context (archaeology); Curriculum; Class (philosophy); General partnership; Mathematics education; Student engagement; Presentation (obstetrics); Engineering ethics; Engineering; Pedagogy; Computer science; Psychology; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.003949843,0.00009982648,0.0001363557,0.00003902859,0.001247773,0.0001879857,0.0001222524,0.00005017176,0.000004346995],"category_scores_gemma":[0.0007619277,0.0001025205,0.00004692155,0.0005764284,0.0001418422,0.0003000951,0.00007072933,0.0001203117,0.000006936627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005425961,"about_ca_system_score_gemma":0.00007409456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000842818,"about_ca_topic_score_gemma":0.00002201121,"domain_scores_codex":[0.9988908,0.00003001999,0.0001470575,0.0002291793,0.0002050862,0.0004979119],"domain_scores_gemma":[0.9993542,0.0002030397,0.0001198534,0.00002909045,0.0002437725,0.00005000298],"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":[0.00000835563,0.00002585646,0.02867761,0.0001138219,0.00007290064,4.557448e-7,0.08261185,4.762086e-7,0.02100361,0.7215657,0.02057029,0.1253491],"study_design_scores_gemma":[0.001391048,0.0001549359,0.004782749,0.0001676881,0.0001344329,0.000001697623,0.3595893,0.003247919,0.02987478,0.5157387,0.0840444,0.0008722892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8419422,0.0002160396,0.08639537,0.01512806,0.0006416064,0.002157762,0.00001931343,0.001893804,0.05160585],"genre_scores_gemma":[0.9543626,0.00002103793,0.04377921,0.0001866947,0.0004187733,0.00007908666,0.000003679036,0.00002403557,0.001124853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2769775,"threshold_uncertainty_score":0.959699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1295858514580398,"score_gpt":0.4365606407997003,"score_spread":0.3069747893416605,"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."}}