{"id":"W3153877723","doi":"10.24908/iqurcp.9990","title":"The Effects of Predicted Soil Moisture and Temperature Increase on CO2 Exchange within a High Arctic Ecosystem","year":2018,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Tundra; Snow; Water content; Moisture; Soil water; Ecosystem; Precipitation; Arctic; Atmospheric sciences; Hydrology (agriculture); Soil science; Ecology; Geography; Geology; Meteorology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001697342,0.0003014617,0.0003533709,0.0002596192,0.0008873707,0.0005426892,0.0005526461,0.0002296872,0.0001070883],"category_scores_gemma":[0.001345531,0.0001933896,0.000049546,0.0007284791,0.001277445,0.0003430707,0.000114594,0.0007756041,0.00006388009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002997893,"about_ca_system_score_gemma":0.0002069371,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01172501,"about_ca_topic_score_gemma":0.01887073,"domain_scores_codex":[0.9969066,0.0002392849,0.0003697164,0.0005860662,0.001098728,0.0007996208],"domain_scores_gemma":[0.9964151,0.001416819,0.0001870181,0.0002627232,0.001336688,0.0003816363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002672328,0.0003008027,0.8259754,0.009481004,0.0004871328,0.0001350178,0.0480864,0.000005413316,0.0249511,0.02388564,0.05589236,0.008127371],"study_design_scores_gemma":[0.005480967,0.01614464,0.8185722,0.008369834,0.0001965191,0.0002453207,0.02194343,0.007649882,0.03269533,0.07397892,0.013171,0.00155198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925417,0.0004080014,0.00000141243,0.00415525,0.0004414207,0.0008129032,0.0003875397,0.00005625309,0.001195504],"genre_scores_gemma":[0.9961033,0.002290939,0.00001480757,0.0001369198,0.0006768386,0.00003389885,0.0001950594,0.000015434,0.0005327306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05009327,"threshold_uncertainty_score":0.9990323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0414996105971749,"score_gpt":0.2922154957954076,"score_spread":0.2507158851982327,"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."}}