{"id":"W2759039180","doi":"","title":"Undergraduate Research in Geoscience with Students from Two-year Colleges: SAGE 2YC Resources","year":2014,"lang":"en","type":"article","venue":"2014 AGU Fall Meeting","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"SAGE; Mathematics education; Library science; Earth science; Computer science; Geology; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003115315,0.0001489807,0.0002536313,0.0002023634,0.000374695,0.0002106423,0.0006906195,0.00006635284,0.00007227953],"category_scores_gemma":[0.0002556317,0.000102393,0.00004356602,0.0006409606,0.0001780809,0.0001159278,0.00006897204,0.0003555833,0.0005478316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000807644,"about_ca_system_score_gemma":0.00002380217,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1290844,"about_ca_topic_score_gemma":0.1553849,"domain_scores_codex":[0.996898,0.0006399443,0.0002678905,0.0005860936,0.0009916377,0.0006164187],"domain_scores_gemma":[0.9986066,0.0007767238,0.00008400971,0.0002936846,0.00006521853,0.0001737556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002845403,0.00001571441,0.9666216,0.000004608262,0.000008487013,0.00001237235,0.0001959977,0.02786249,0.00001040519,0.00002607315,0.0000607571,0.005153071],"study_design_scores_gemma":[0.001018628,0.0003368101,0.8176616,0.0003301323,0.00002182486,0.000002126669,0.001909486,0.1695784,0.00001459878,0.005240657,0.003508983,0.0003767867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885619,0.0002713209,0.0003542354,0.001016161,0.00006107038,0.0001005471,0.00001263418,0.00004267874,0.009579424],"genre_scores_gemma":[0.9968315,0.0000808651,0.002298537,0.0001256235,0.0001577647,0.000001765415,0.00002182871,0.000004361352,0.0004777858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.14896,"threshold_uncertainty_score":0.8767151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0312405598367755,"score_gpt":0.2784733081720778,"score_spread":0.2472327483353023,"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."}}