{"id":"W3090037324","doi":"","title":"Making Science Education Accessible for All: Shifting Focus from Employment to Developing Creative, Socially-Conscious Citizens","year":2017,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Focus (optics); Public relations; Sociology; Pedagogy; Focus group; Engineering ethics; Political science; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.01485351,0.0004638988,0.0004316834,0.001609425,0.009314135,0.01692524,0.001942197,0.01095313,0.01914559],"category_scores_gemma":[0.01823502,0.0004094579,0.0005259068,0.0008818742,0.02347063,0.01657703,0.02587353,0.01042984,0.001987408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003799654,"about_ca_system_score_gemma":0.02166532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003336579,"about_ca_topic_score_gemma":0.006083905,"domain_scores_codex":[0.9911858,0.003675759,0.0002155661,0.0005686939,0.001215245,0.003138894],"domain_scores_gemma":[0.9714258,0.01439921,0.001682914,0.00115628,0.001900194,0.009435543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001345308,0.001369825,0.008441998,0.0005781522,0.00003577117,0.0005271058,0.09059585,0.0003346063,0.003001778,0.7114708,0.04038023,0.1431294],"study_design_scores_gemma":[0.0001235567,0.0002999679,0.0128849,0.001234104,0.00004580964,0.0002754188,0.1162505,0.000583436,0.0032587,0.5427443,0.3222351,0.00006433284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1727804,0.002262249,0.005777255,0.5767399,0.001520953,0.00009135193,0.00005983457,0.0001184678,0.2406496],"genre_scores_gemma":[0.9552456,0.001272703,0.001428447,0.02538999,0.000690017,0.00009299811,0.00003634045,0.00005581289,0.01578824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01914559,"threshold_uncertainty_score":0.0785538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09094944979451103,"score_gpt":0.4866949225034698,"score_spread":0.3957454727089588,"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."}}