{"id":"W639174472","doi":"","title":"Common marsh, underwater, and floating-leaved plants of the United States and Canada.","year":2011,"lang":"en","type":"book","venue":"Medical Entomology and Zoology","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Marsh; Underwater; Environmental science; Geography; Oceanography; Hydrology (agriculture); Ecology; Geology; Archaeology; Biology; Wetland; Geotechnical engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002578595,0.0001830523,0.0004144803,0.00006388839,0.0001146874,0.000005310735,0.0001912851,0.0005091917,0.0009490394],"category_scores_gemma":[0.00006983162,0.0001137077,0.00001614849,0.00003316092,0.001170182,0.00001783976,0.00008405686,0.0004285146,0.000002618743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004138537,"about_ca_system_score_gemma":0.000387943,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6265585,"about_ca_topic_score_gemma":0.8773542,"domain_scores_codex":[0.9988625,0.0001903309,0.0002394268,0.0002533639,0.0001730799,0.0002812778],"domain_scores_gemma":[0.9989232,0.0005929021,0.0001407134,0.0001150597,0.00001901401,0.0002090494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003868769,0.0000292571,0.9354806,0.001123344,0.00031027,0.0007073136,0.001286248,0.00002060697,0.000001422342,0.001976468,0.01766771,0.04100986],"study_design_scores_gemma":[0.003346366,0.001834199,0.7375949,0.0008381087,0.0004024822,0.004620831,0.0004754672,0.01333062,0.0001020444,0.1581138,0.07817318,0.001168025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775722,0.004155918,0.00001811048,0.0009655938,0.0006014024,0.0001776663,0.0001454777,0.0000131671,0.01635046],"genre_scores_gemma":[0.9504415,0.006009885,0.00003450397,0.004002679,0.00009272451,0.000001241961,0.000768106,0.00001075088,0.03863861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2507957,"threshold_uncertainty_score":0.9999642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009621529315734791,"score_gpt":0.1985204514285912,"score_spread":0.1888989221128564,"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."}}