{"id":"W4411617306","doi":"10.51847/08r5kqh","title":"10.51847/08r5kqH","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Water management and technologies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arid; Biodiversity; Ecology; Geography; Earth science; Geology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009169683,0.0007597495,0.0006329984,0.001641945,0.001175223,0.002096146,0.001162326,0.001955556,0.9413568],"category_scores_gemma":[0.0007756707,0.0002801746,0.0004355353,0.001446445,0.0008631245,0.001402001,0.002577583,0.0008646222,0.920705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009382688,"about_ca_system_score_gemma":0.0006829997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004666564,"about_ca_topic_score_gemma":0.004971382,"domain_scores_codex":[0.9993343,0.00006624612,0.00004920196,0.0002136372,0.0002105398,0.0001261075],"domain_scores_gemma":[0.9990132,0.000138404,0.00007979089,0.0001921645,0.0003151448,0.0002613273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002386689,0.0003070396,0.003658857,0.0002954766,0.00001865456,0.000479199,0.0002073874,0.000207495,0.007668813,0.003439465,0.1627116,0.8207673],"study_design_scores_gemma":[0.00004531977,0.0001013096,0.008918492,0.0001954368,0.000009323313,0.0006333824,0.0002688196,0.0003161805,0.0009132483,0.0007772347,0.9877994,0.00002178582],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01080529,0.0008095794,0.002477509,0.001751898,0.0006014837,0.0002073339,0.004163906,0.001682376,0.9775005],"genre_scores_gemma":[0.01004273,0.0002607024,0.002145509,0.0005237282,0.0001160283,0.00007173632,0.001781041,0.0003221008,0.9847365],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05864316,"threshold_uncertainty_score":0.08364737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008881478469978969,"score_gpt":0.1490628674402438,"score_spread":0.1401813889702649,"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."}}