{"id":"W4387954462","doi":"10.22318/cscl2023.651107","title":"A Knowledge Building–Modeling Approach to Understanding Sustainable Development Goals","year":2023,"lang":"en","type":"article","venue":"Computer-supported collaborative learning/˜The œComputer-Supported Collaborative Learning Conference","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Work (physics); Sustainable development; Knowledge management; Computer science; Systems thinking; Engineering ethics; Sociology; Engineering; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002905646,0.001041255,0.0004652516,0.002730055,0.002210845,0.005405334,0.002106599,0.001708836,0.005156878],"category_scores_gemma":[0.00484028,0.0005232163,0.001308576,0.002150105,0.005727555,0.008672566,0.00399955,0.002898733,0.0007828469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003423143,"about_ca_system_score_gemma":0.004774282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00543189,"about_ca_topic_score_gemma":0.006861425,"domain_scores_codex":[0.9982753,0.00112839,0.00007225101,0.0001970126,0.0002139673,0.0001131606],"domain_scores_gemma":[0.9975408,0.001737425,0.0002038242,0.0002663271,0.0001348872,0.0001167213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002896714,0.0002238519,0.001937036,0.0003237925,0.00005109287,0.0004605082,0.03842373,0.02085218,0.002133589,0.8878337,0.001383819,0.04634773],"study_design_scores_gemma":[0.00002304216,0.00007248839,0.00105207,0.000475739,0.00005027861,0.0003492425,0.02270938,0.05126614,0.002448982,0.8222963,0.09921499,0.00004137652],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06125899,0.001031791,0.7377462,0.00873953,0.00009274117,0.0003308733,0.0002256351,0.0003237649,0.1902505],"genre_scores_gemma":[0.6519499,0.0008798535,0.3368156,0.000369158,0.00002555196,0.0005822331,0.0002472033,0.00007560557,0.00905491],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00543189,"threshold_uncertainty_score":0.02483672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07748341726293238,"score_gpt":0.3561986195899238,"score_spread":0.2787152023269914,"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."}}