{"id":"W4311812947","doi":"10.1007/s42330-022-00248-9","title":"Connecting the Dots Among Science, Education, and STEM","year":2022,"lang":"en","type":"editorial","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Science Education and Perceptions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Office of International Science and Engineering","keywords":"Science education; History and philosophy of science; Philosophy of science; Sociology; Nature of Science; History of science; Sociology of scientific knowledge; Epistemology; Social science; Pedagogy; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003741342,0.0001720039,0.0002351638,0.003325655,0.003111812,0.0005387852,0.001491305,0.000228918,0.0005609425],"category_scores_gemma":[0.002167836,0.000134549,0.00003093141,0.003474787,0.006802352,0.0004088802,0.00009067408,0.0009469734,0.000009149025],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004826281,"about_ca_system_score_gemma":0.04476552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001420206,"about_ca_topic_score_gemma":0.002056783,"domain_scores_codex":[0.9980237,0.00003297439,0.0004951694,0.0004013389,0.0006067559,0.0004400975],"domain_scores_gemma":[0.9963779,0.0002833112,0.0007698396,0.000510976,0.001557606,0.000500349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001084721,0.0001934997,0.002787879,0.00004295705,0.00001967752,0.000001964943,0.04538429,0.000001018445,0.0001161176,0.1024848,0.7659795,0.08298717],"study_design_scores_gemma":[0.0001024336,0.0001160012,0.002727214,0.0001688297,0.00006903376,0.0005308557,0.342714,0.00002228796,0.00001617176,0.01455283,0.6387229,0.0002574671],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.4361422,0.001494369,0.00001584474,0.003985212,0.5529816,0.0002618227,0.00001226933,0.000013629,0.00509308],"genre_scores_gemma":[0.8732322,0.0002346795,0.003864525,0.0003122958,0.1147048,0.0001491614,0.00001177555,0.0000582372,0.007432229],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4382767,"threshold_uncertainty_score":0.998186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749086350004916,"score_gpt":0.3284346774107076,"score_spread":0.3109438139106584,"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."}}