{"id":"W3112657882","doi":"10.7557/2.40.1.5722","title":"David R. Klein","year":2020,"lang":"pl","type":"article","venue":"Rangifer","topic":"Medical Research and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Fish and Wildlife Service; University of British Columbia","keywords":"Environmental science; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001422675,0.0001992412,0.0003695531,0.00004971104,0.0004870726,0.00004065302,0.0004285442,0.0003797635,0.09367195],"category_scores_gemma":[0.01112724,0.0001614145,0.0001277519,0.0004104925,0.0001134603,0.0002458071,0.0002720191,0.002192163,0.05350091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005023849,"about_ca_system_score_gemma":0.0009859441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001909542,"about_ca_topic_score_gemma":0.00002616528,"domain_scores_codex":[0.9955045,0.001669045,0.0005019041,0.0004192384,0.0008949857,0.001010339],"domain_scores_gemma":[0.9947245,0.002738338,0.0001474604,0.0003414823,0.0001312135,0.001917077],"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":[0.001198702,0.0001109823,0.003263255,0.001319205,0.000116054,0.0002216661,0.01112688,0.00000129181,0.0003997605,0.001773217,0.950626,0.02984304],"study_design_scores_gemma":[0.001328058,0.0002827893,0.001759034,0.000249161,0.00004895227,9.754141e-7,0.001454982,0.0008526925,0.00009526128,0.0001355197,0.9936115,0.0001811084],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02584747,0.01531164,0.00247334,0.7180721,0.002158685,0.001877174,0.0002148729,0.0002297304,0.2338151],"genre_scores_gemma":[0.8363351,0.006196176,0.0005400722,0.08586625,0.006790987,0.0000778053,0.00007365333,0.00009064493,0.06402934],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8104876,"threshold_uncertainty_score":0.9972025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4133820844887385,"score_gpt":0.52832610963895,"score_spread":0.1149440251502115,"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."}}