{"id":"W3134539134","doi":"10.54656/vwxa9015","title":"Knowledge Mobilization, Citizen Science, and Education","year":2021,"lang":"en","type":"article","venue":"Journal of Community Engagement and Scholarship","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Work (physics); Knowledge transfer; Political science; Public relations; Climate change mitigation; Psychology; Medical education; Environmental resource management; Engineering; Knowledge management; Medicine; Ecology; Environmental science; Computer science","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02601844,0.0004025974,0.0007383142,0.003569598,0.01103495,0.01701322,0.001674761,0.004428244,0.00653636],"category_scores_gemma":[0.02831456,0.0003731332,0.0004918681,0.004990387,0.03235032,0.01064491,0.02043161,0.005393623,0.000617168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01401289,"about_ca_system_score_gemma":0.03614097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0173273,"about_ca_topic_score_gemma":0.02258798,"domain_scores_codex":[0.9719732,0.01886575,0.0007720774,0.001601785,0.003308852,0.003478405],"domain_scores_gemma":[0.9555204,0.02934711,0.003417318,0.002680718,0.002776549,0.006257876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006512387,0.001246725,0.01950011,0.001636538,0.00009271906,0.000333574,0.08505317,0.0007446083,0.0004050547,0.4709397,0.0328847,0.387098],"study_design_scores_gemma":[0.00007501356,0.0003794098,0.0248319,0.004623982,0.00005119839,0.0002715952,0.1561875,0.0009033278,0.00116952,0.4751403,0.3362508,0.0001155072],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1378555,0.01408191,0.01902422,0.3557384,0.001220172,0.0008245369,0.0001429695,0.000166036,0.4709462],"genre_scores_gemma":[0.9577748,0.004942823,0.009079572,0.01491834,0.0002433546,0.0006192612,0.00006584289,0.00004033987,0.0123157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9983252,"threshold_uncertainty_score":0.1376003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05065904096105875,"score_gpt":0.3204533224259618,"score_spread":0.269794281464903,"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."}}