{"id":"W5516582","doi":"10.5206/wurjhns.2013-14.12","title":"Western Faculty Profile: Dr. Irena Creed","year":2013,"lang":"en","type":"article","venue":"Western Undergraduate Research Journal Health and Natural Sciences","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Creed; Watershed; Sociology; Library science; Geography; Theology; Computer science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003088921,0.0001911132,0.0002436072,0.0001781857,0.0029634,0.0003751365,0.0005251776,0.00005934851,0.0001501713],"category_scores_gemma":[0.00008667021,0.0001187629,0.00004674661,0.0006277428,0.001724215,0.001281942,0.0006101522,0.0008335721,0.0009305199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001724774,"about_ca_system_score_gemma":0.00006750959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308888,"about_ca_topic_score_gemma":0.0005275797,"domain_scores_codex":[0.995992,0.0005522325,0.0003558648,0.0004163201,0.001180009,0.001503561],"domain_scores_gemma":[0.9987212,0.0001588246,0.0001453151,0.0001224808,0.00004258225,0.000809554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003979234,0.00009779372,0.901338,0.00006027202,0.00003084287,0.00001710827,0.001104424,0.00002015386,0.0001713354,0.0002060319,0.03346568,0.06344859],"study_design_scores_gemma":[0.001205005,0.00185599,0.9188771,0.0001618266,0.00001101503,0.0003849173,0.001989208,0.001035682,0.0001082954,0.02133261,0.05244032,0.0005980329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8295839,0.002036608,0.0000379962,0.1653406,0.0002905903,0.0005581982,0.000002083643,0.00003544088,0.002114547],"genre_scores_gemma":[0.9894388,0.002060403,0.0002521911,0.001599273,0.0001243155,0.00002506578,0.000003617823,0.000007809969,0.006488574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1637413,"threshold_uncertainty_score":0.9998474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07205170294892588,"score_gpt":0.3900889341659051,"score_spread":0.3180372312169792,"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."}}