{"id":"W7023623019","doi":"","title":"Oklahoma Firefighter (Oklahoma City, Okla.), Vol. 37, No. 10, Ed. 1 Tuesday, December 1, 2020","year":2020,"lang":"en","type":"other","venue":"The Gateway to Oklahoma History","topic":"Hydrological Forecasting Using AI","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"State (computer science); Information system; Quarter (Canadian coin); Product (mathematics)","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":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0007295664,0.00158979,0.001445158,0.0001700388,0.0004599111,0.0001167045,0.00304743,0.001091061,0.351337],"category_scores_gemma":[0.0008813477,0.001238518,0.0006519245,0.0006771035,0.001571421,0.0001617794,0.002460747,0.001448849,0.162058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002526512,"about_ca_system_score_gemma":0.000153379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002783489,"about_ca_topic_score_gemma":0.00177823,"domain_scores_codex":[0.992599,0.0005113014,0.00102718,0.00241706,0.001730768,0.001714655],"domain_scores_gemma":[0.9953903,0.0002665586,0.0007184868,0.002417593,0.00006833644,0.001138719],"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":[0.0001684188,0.0001933155,0.0002666897,0.00006207243,0.0001132094,0.0002526044,0.0005565117,0.0001888124,0.0009967221,0.00001536356,0.9941895,0.002996764],"study_design_scores_gemma":[0.0005778498,0.0004265982,0.0007134454,0.0002091671,0.0001885844,0.00006845559,0.000007502409,0.0005489986,0.0001010598,0.000142357,0.9954215,0.00159448],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007130479,0.002866196,0.00005776433,0.002290547,0.006409697,0.001587261,0.0001777175,0.001671524,0.9778088],"genre_scores_gemma":[0.004863306,0.0001725131,0.001893182,0.008471966,0.003020834,0.0002298288,0.0001342582,0.001299855,0.9799142],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1892791,"threshold_uncertainty_score":0.999685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01698988541136254,"score_gpt":0.2118796341891162,"score_spread":0.1948897487777537,"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."}}