{"id":"W4285025775","doi":"10.1017/s1551929522000906","title":"STEM/STEAM 2022","year":2022,"lang":"en","type":"article","venue":"Microscopy Today","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Outreach; Enthusiasm; Passion; Acronym; Engineering; Political science; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001023594,0.00008532251,0.00008150651,0.00006108166,0.00009880912,0.00001318979,0.0001451876,0.00002868434,0.00133689],"category_scores_gemma":[0.000001457981,0.00009181314,0.00003096801,0.0002207931,0.00001415313,0.00003559999,0.00004902146,0.0002143197,0.0001116147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000121637,"about_ca_system_score_gemma":0.00001420508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008277686,"about_ca_topic_score_gemma":7.289209e-7,"domain_scores_codex":[0.9994469,0.00001181837,0.0001100455,0.0001083737,0.0001264549,0.0001964613],"domain_scores_gemma":[0.9997562,0.00001292538,0.000008247681,0.0001535202,0.000005518582,0.00006361057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006152541,0.00009222569,0.000280948,0.0002080949,0.00003850108,0.000007171431,0.0008396816,0.01065948,0.5328963,0.0001815359,0.4351531,0.0196369],"study_design_scores_gemma":[0.0001774823,0.00005656693,0.0005269549,0.000008900273,0.000007191749,0.00001758376,0.0001925067,0.004632941,0.03665892,0.00006229978,0.9574333,0.0002253134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770505,0.004438326,0.003597474,0.000564405,0.007327281,0.0001739844,0.00007224379,0.001002604,0.005773173],"genre_scores_gemma":[0.9938392,0.00006130282,0.0005386322,0.0001924301,0.000181231,0.0001111659,0.00004747551,0.00004385045,0.004984721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5222803,"threshold_uncertainty_score":0.999576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005245119109653125,"score_gpt":0.2052710498589745,"score_spread":0.2000259307493214,"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."}}