{"id":"W2947935318","doi":"","title":"Biomarkers as Sea Ice Tracers for the Western Canadian Arctic","year":2017,"lang":"en","type":"article","venue":"Student Research Proceedings","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Oceanography; Arctic; Sea ice; Arctic ice pack; Ice core; Geology; Sediment; Proxy (statistics); Physical geography; Earth science; Geography; Geomorphology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002368019,0.0001509445,0.0001404306,0.000141245,0.004093132,0.001036056,0.001585022,0.00007860202,0.0003672769],"category_scores_gemma":[0.0007945591,0.0001007383,0.00008121714,0.0001421356,0.0006434694,0.0004512393,0.00007693915,0.0004099621,0.0002857904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007250084,"about_ca_system_score_gemma":0.0004337695,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5289383,"about_ca_topic_score_gemma":0.3212594,"domain_scores_codex":[0.997553,0.00002099043,0.0001677986,0.0003723145,0.0008680352,0.001017879],"domain_scores_gemma":[0.9983174,0.0004129791,0.00008359692,0.0002794496,0.0004581086,0.0004484325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006888541,0.00001164096,0.9781903,0.000061117,0.00009991905,0.00001026919,0.001859506,0.00000524335,0.000003499699,0.0004346065,0.004561168,0.01469386],"study_design_scores_gemma":[0.0004745889,0.0002424027,0.9331138,0.00005048,0.00002687604,0.00002083937,0.007286165,0.001889995,0.000007293987,0.001092277,0.0556285,0.0001667471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9140863,0.0001516292,0.00001788567,0.03087148,0.0004644016,0.001625982,0.00006029972,0.00003272438,0.05268923],"genre_scores_gemma":[0.9946646,0.0001879725,0.0001012744,0.0004723599,0.0002985869,0.00002909492,0.00001512787,0.000009030628,0.004221944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2076789,"threshold_uncertainty_score":0.9990712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07978944702264547,"score_gpt":0.372861768169735,"score_spread":0.2930723211470896,"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."}}