{"id":"W2981465715","doi":"10.1088/1742-6596/1340/1/012069","title":"Trends and Research Issues of STEM Education: A Review of Academic Publications from 2007 to 2017","year":2019,"lang":"en","type":"review","venue":"Journal of Physics Conference Series","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scopus; Nationality; Stem cell; Library science; Medical education; Political science; Medicine; MEDLINE; Computer science; Immigration","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003165249,0.0001554827,0.001195681,0.0004575489,0.0001793245,0.00009403501,0.00106341,0.000166497,0.0006808398],"category_scores_gemma":[0.0007510033,0.0001257585,0.0002054535,0.001540671,0.0005994029,0.0007592017,0.00009247908,0.0006775112,0.00002738306],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008580445,"about_ca_system_score_gemma":0.01110137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003559855,"about_ca_topic_score_gemma":0.00005033784,"domain_scores_codex":[0.9967934,0.0008410264,0.0009597146,0.00021955,0.0009682947,0.0002179451],"domain_scores_gemma":[0.9942738,0.0005927768,0.001555984,0.0003767048,0.002973092,0.0002276387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002121802,0.00004389128,0.0000279714,0.004336923,0.00002785966,5.467758e-8,0.005705969,2.034912e-8,0.00000213462,0.0485568,0.03377549,0.9075208],"study_design_scores_gemma":[0.00002242751,0.00006917108,0.00007756642,0.03618613,0.0001265642,0.000002832238,0.006401868,3.697857e-8,0.00001464926,0.002009833,0.954984,0.000104918],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002680357,0.9814519,0.00002642566,0.007785851,0.0008434041,0.0002950549,0.00005849672,0.000003684782,0.009508392],"genre_scores_gemma":[0.0001199538,0.9869602,0.0002872238,0.00007074152,0.000971833,0.00001857251,0.00001449101,0.000008680243,0.01154835],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9212085,"threshold_uncertainty_score":0.9945047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5239097581574115,"score_gpt":0.5925670393140214,"score_spread":0.06865728115660996,"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."}}