{"id":"W7036712539","doi":"","title":"A decision support system for assessing the barrie","year":2024,"lang":"en","type":"other","venue":"","topic":"Agriculture, Water, and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":["insufficient_payload"],"category_scores_codex":[0.0002690278,0.0001587546,0.0001644971,0.00001931881,0.00009365565,0.0001034367,0.0002247152,0.0001747346,0.007623428],"category_scores_gemma":[0.000005179762,0.0000671766,0.00008416749,0.00007435391,0.0000421106,0.00003653972,0.000106239,0.0001110572,0.005637029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000156517,"about_ca_system_score_gemma":0.00001686994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004812057,"about_ca_topic_score_gemma":0.0007758242,"domain_scores_codex":[0.9990373,0.00001774354,0.0001577488,0.0003168769,0.0002422325,0.0002281077],"domain_scores_gemma":[0.9995995,0.00003580082,0.00006526592,0.0002202703,0.000002062899,0.00007715249],"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":[8.794857e-7,0.000004611633,0.0001131929,0.0001141414,0.000006595234,0.000003318805,0.00006336781,0.000001094822,0.000006121069,0.0006661204,0.9967418,0.002278752],"study_design_scores_gemma":[0.00006466312,0.00001674477,0.0002353424,0.0001760316,0.00002933399,0.00001257992,0.0003378523,0.00005024017,0.00001239991,0.0004147968,0.9985288,0.0001212001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003564131,0.0001562589,0.004977115,0.0001627488,0.0009368705,0.0005581177,0.00002490405,0.0001945608,0.9929538],"genre_scores_gemma":[0.003483644,0.00003075212,0.00303182,0.000268263,0.0004415658,0.00005374966,0.00001881858,0.0001544986,0.9925169],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.003448003,"threshold_uncertainty_score":0.9951372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01481037639515218,"score_gpt":0.2910316275539638,"score_spread":0.2762212511588116,"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."}}