{"id":"W2781401278","doi":"","title":"Graduate Students Grapple with the Practicalities of Recovering Beauty through STEM Education","year":2017,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Science Education and Perceptions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Beauty; Engineering ethics; Sociology; Environmental ethics; Political science; Engineering; Law; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00260702,0.0003748762,0.0003345088,0.00064372,0.007270669,0.008049078,0.0008040718,0.00278138,0.01391853],"category_scores_gemma":[0.004494355,0.0002455364,0.0003839566,0.0002721967,0.007689085,0.002550102,0.006811037,0.009138797,0.001964462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007168893,"about_ca_system_score_gemma":0.0025374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004967379,"about_ca_topic_score_gemma":0.002428281,"domain_scores_codex":[0.9985839,0.0004479244,0.00001716963,0.0000775229,0.0004051873,0.0004683096],"domain_scores_gemma":[0.9965551,0.0008434349,0.0002643648,0.0001278717,0.0003757094,0.001833505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000178465,0.005441586,0.06219805,0.0004129697,0.00006744249,0.002622503,0.4905382,0.0004245136,0.0148551,0.08395681,0.07918514,0.2601192],"study_design_scores_gemma":[0.0000305021,0.0006777122,0.01766366,0.0002644035,0.00003039437,0.002278781,0.7425457,0.0004681165,0.002624712,0.03613688,0.1972303,0.00004880268],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8439965,0.0007914368,0.002630793,0.03884332,0.0008220871,0.00005712709,0.00001497881,0.00007169342,0.1127721],"genre_scores_gemma":[0.9653699,0.0007577921,0.001245147,0.005407114,0.0002189771,0.0000186319,0.00001723118,0.00003436985,0.02693084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9927293,"threshold_uncertainty_score":0.04656208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1173704735732325,"score_gpt":0.4810681842987237,"score_spread":0.3636977107254911,"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."}}