{"id":"W6908153975","doi":"10.25976/knc1-7690","title":"Rehabilitating and Restoring Unique Landscapes within Five Watersheds along the Bay of Fundy, Nova Scotia, Canada Water Quality Monitoring Data","year":2022,"lang":"en","type":"dataset","venue":"DataStream","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bay; Estuary; Water quality; Nova (rocket); Watershed; Fish kill; Fish <Actinopterygii>; Habitat","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":[0.0006118349,0.001272549,0.000828276,0.003373118,0.001237683,0.001611609,0.00198056,0.001005127,0.01837686],"category_scores_gemma":[0.003661108,0.0006387487,0.0007937987,0.009991718,0.0005692692,0.0005154047,0.001180213,0.001000885,0.009986799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01059339,"about_ca_system_score_gemma":0.01912191,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9635287,"about_ca_topic_score_gemma":0.9812219,"domain_scores_codex":[0.9992167,0.00004877824,0.00008173898,0.0001627848,0.0003013226,0.0001886909],"domain_scores_gemma":[0.9972933,0.0002944533,0.0002106447,0.000266223,0.00167316,0.0002621698],"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":[0.00005775932,0.00002707306,0.007801812,0.0006756827,0.00005269097,0.00005673179,0.0001175837,0.001386882,0.000116016,0.0005395807,0.9846168,0.004551458],"study_design_scores_gemma":[0.0002138316,0.00001684595,0.0745637,0.0007912745,0.0000510908,0.00006034919,0.0004940419,0.001885343,0.0005283795,0.0006329825,0.9206825,0.00007963587],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0004319905,0.00004401078,0.00002465562,0.00004043092,0.000005546878,0.000008516125,0.9988721,0.00005106596,0.0005215772],"genre_scores_gemma":[0.001875532,0.00009278838,0.0002200329,0.00002416885,0.0000020676,0.00005414265,0.9967006,0.00002163766,0.001009059],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03647131,"threshold_uncertainty_score":0.07686085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05049324697581642,"score_gpt":0.3140024392590172,"score_spread":0.2635091922832008,"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."}}