{"id":"W4394390493","doi":"10.6084/m9.figshare.14439503","title":"WaterWatcher data","year":2021,"lang":"en","type":"dataset","venue":"Figshare","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002094618,0.001077799,0.001395801,0.003437039,0.0008927913,0.001806213,0.001794575,0.0009388116,0.1043322],"category_scores_gemma":[0.005537388,0.000494636,0.0006023326,0.004921621,0.0003378098,0.002067576,0.001960373,0.001198191,0.06866369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001177354,"about_ca_system_score_gemma":0.00183927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006613462,"about_ca_topic_score_gemma":0.00916439,"domain_scores_codex":[0.9975842,0.0002011673,0.0002616594,0.0006488754,0.001179707,0.0001243945],"domain_scores_gemma":[0.9957986,0.00044377,0.0002585317,0.0006016089,0.002718519,0.000178817],"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":[0.0009143383,0.0002811491,0.02026621,0.001418718,0.00009880637,0.0002494715,0.0005017014,0.003288581,0.01160645,0.003741179,0.6755035,0.2821299],"study_design_scores_gemma":[0.0001464452,0.0001583186,0.0208332,0.0002052507,0.00005375748,0.0001160359,0.0002260774,0.007356205,0.01285049,0.002550748,0.9553735,0.0001299744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.02413319,0.0005705832,0.07118866,0.001098753,0.001176263,0.004771174,0.6966069,0.04852561,0.151929],"genre_scores_gemma":[0.08044986,0.0009343553,0.1090747,0.001839107,0.0003195186,0.007004803,0.6853097,0.007330675,0.1077373],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1043322,"threshold_uncertainty_score":0.349026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1561728685527468,"score_gpt":0.3155960025207823,"score_spread":0.1594231339680355,"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."}}