{"id":"W2980894416","doi":"","title":"Science to Action: Learning Ecosystems as a Pathway to Resilient Communities and a Diverse Geoscience Workforce I Posters","year":2019,"lang":"en","type":"article","venue":"","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Workforce; Action (physics); Ecosystem; Earth science; Astrobiology; Environmental resource management; Ecology; Political science; Environmental science; Geology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002178281,0.000829123,0.0002307504,0.0005163338,0.004584101,0.00644112,0.0008942079,0.003625657,0.1083936],"category_scores_gemma":[0.003126657,0.0002017888,0.0005941339,0.0003079978,0.002213372,0.003553164,0.005798174,0.005604145,0.01671327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002208521,"about_ca_system_score_gemma":0.003578558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001248993,"about_ca_topic_score_gemma":0.005257066,"domain_scores_codex":[0.9992002,0.0002318095,0.00001868514,0.0001443145,0.0001904194,0.0002145888],"domain_scores_gemma":[0.9972196,0.000363745,0.00006981539,0.0000644051,0.0002758431,0.002006723],"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":[0.00008212347,0.0001364099,0.0002210778,0.0001762992,0.000004707405,0.0001174077,0.001355785,0.00009867607,0.0007831267,0.02136704,0.9368562,0.03880108],"study_design_scores_gemma":[0.00003680303,0.0001127742,0.000989495,0.0003869068,0.000007833456,0.0001186994,0.005400141,0.0001621092,0.0005994565,0.02174048,0.9704208,0.0000245622],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.009517894,0.00873254,0.005921125,0.4303293,0.1612846,0.0004888759,0.0004826194,0.0005720266,0.3826711],"genre_scores_gemma":[0.1150073,0.009216401,0.00784866,0.04244674,0.04163715,0.0007014758,0.0004710539,0.0004570137,0.7822142],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1083936,"threshold_uncertainty_score":0.3626127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01628587930970614,"score_gpt":0.237446959252679,"score_spread":0.2211610799429729,"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."}}