{"id":"W7061478843","doi":"","title":"Promoting Students’ Critical and Active Engagement in Socio-Scientific Problems: Inter-Trans-National Perspectives","year":2019,"lang":"en","type":"article","venue":"University of Washington Tacoma Digital Commons (University of Washington Tacoma)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Science education; Professional development; Scientific consensus; Science communication; Critical thinking","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01371561,0.0009073486,0.0008223676,0.002819957,0.01815115,0.02825238,0.002703236,0.005853523,0.006560575],"category_scores_gemma":[0.008680621,0.0006494909,0.0007674248,0.001935002,0.02795498,0.0133285,0.02467243,0.01500954,0.001418612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006772378,"about_ca_system_score_gemma":0.01155707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00346771,"about_ca_topic_score_gemma":0.008336185,"domain_scores_codex":[0.9870867,0.007449542,0.0003141853,0.0007617941,0.001209826,0.003177986],"domain_scores_gemma":[0.9870868,0.004314858,0.0009521373,0.0006944916,0.001491551,0.005460112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002271044,0.0005257679,0.006413477,0.000223343,0.00001260981,0.0004579269,0.8802421,0.0001010563,0.0005250982,0.0866176,0.004904281,0.01995399],"study_design_scores_gemma":[0.000008072427,0.00008148797,0.002394571,0.0004398999,0.00001314164,0.0002246175,0.8781131,0.0002057088,0.0003959503,0.0149348,0.1031656,0.00002309826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6091615,0.005986732,0.006447534,0.1334293,0.001353134,0.0002460358,0.00005565287,0.0001203427,0.2431997],"genre_scores_gemma":[0.9790114,0.002625544,0.001670711,0.005175473,0.000149264,0.0001586245,0.00002417962,0.00005982578,0.01112495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02825238,"threshold_uncertainty_score":0.07253593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01461079567553326,"score_gpt":0.2421633603678254,"score_spread":0.2275525646922922,"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."}}