{"id":"W7048072148","doi":"","title":"John G. Irwin (Canada 149495)","year":2015,"lang":"en","type":"other","venue":"OhioLink ETD Center (Ohio Library and Information Network)","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Yard; Port (circuit theory); Scrap; Colonialism; Tower","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001392714,0.0003226466,0.0003303668,0.00008092984,0.0001090222,0.0001681975,0.0003106459,0.0002300118,0.007459947],"category_scores_gemma":[0.000004974257,0.0002815672,0.00006577059,0.0003058259,0.00007902283,0.002633635,0.0003398437,0.0002738312,0.0003848293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004388928,"about_ca_system_score_gemma":0.00006261796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004327712,"about_ca_topic_score_gemma":0.0008183275,"domain_scores_codex":[0.9983975,0.00009662608,0.0004513703,0.0002353691,0.0003975226,0.0004215676],"domain_scores_gemma":[0.9990504,0.00001948244,0.0002933292,0.0003415718,0.000003894295,0.0002913448],"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":[0.00001063289,0.00001179202,0.0005499065,0.00003864244,0.0000421089,0.000002534092,0.000057468,0.0003248647,3.216241e-7,0.002259803,0.9940701,0.002631837],"study_design_scores_gemma":[0.0002826389,0.00001756246,0.0003334558,0.0001380911,0.00002345349,0.000003964815,0.000006686593,0.0003613969,0.00001033567,0.00009321559,0.9983907,0.0003384546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003913623,0.0002325235,0.00004846792,0.0005341918,0.0007580293,0.0001528134,0.0002046346,0.0001899746,0.9978402],"genre_scores_gemma":[0.0120136,0.002105932,0.001353958,0.005179317,0.003335198,0.00003099841,0.005183563,0.0002817429,0.9705157],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02732454,"threshold_uncertainty_score":0.9999636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008547783555389314,"score_gpt":0.1901252114994728,"score_spread":0.1815774279440835,"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."}}