{"id":"W7010056672","doi":"","title":"Future trends in freshwater planetary boundary transgressions","year":2023,"lang":"en","type":"other","venue":"Aaltodoc (Aalto University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Water cycle; Global change; Global warming; Percentile; Agriculture; Climate model; Moisture","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":["insufficient_payload"],"category_scores_codex":[0.0001728666,0.0008479447,0.0009016187,0.01060861,0.0001991226,0.00005606762,0.001141134,0.001152324,0.02434651],"category_scores_gemma":[0.000007655177,0.0009045231,0.0003545225,0.004529811,0.0003044147,0.000281369,0.0002095362,0.001238455,0.01274138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005186884,"about_ca_system_score_gemma":0.0002176959,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003247693,"about_ca_topic_score_gemma":0.228158,"domain_scores_codex":[0.9964971,0.000321867,0.0003301045,0.001163982,0.000603313,0.001083667],"domain_scores_gemma":[0.9982094,0.00007252082,0.0002706975,0.001022169,0.00002995669,0.000395248],"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":[0.0001803155,0.0001277673,0.0009273703,0.00006801675,0.0002371079,0.004832548,0.0003494461,0.00001913506,0.00004047315,0.001073849,0.9878489,0.004295059],"study_design_scores_gemma":[0.001788893,0.0000644486,0.002014247,0.0005197545,0.0001815127,0.00001992478,0.000371816,0.00001703681,0.000008220039,0.00003240121,0.9940177,0.0009640768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004060662,0.000981204,0.000006616804,0.0005834175,0.001761153,0.0004002276,0.007160825,0.003716287,0.9849842],"genre_scores_gemma":[0.0003416388,0.0008018539,0.0002911721,0.00009548121,0.001025838,0.000002368265,0.002320033,0.003048619,0.992073],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2249103,"threshold_uncertainty_score":0.9993405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01402089075045594,"score_gpt":0.221010052858973,"score_spread":0.2069891621085171,"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."}}