{"id":"W2078525296","doi":"10.1111/j.1365-2427.2006.01571.x","title":"Dissolved humic substances – ecological driving forces from the individual to the ecosystem level?","year":2006,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":274,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Photosynthesis; Biology; Bioaccumulation; Ecology; Macrophyte; Algae; Aquatic ecosystem; Xenobiotic; Environmental chemistry; Botany; Chemistry; Biochemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004678769,0.0001729238,0.0002073359,0.00001182932,0.0003470815,0.00006240032,0.000801722,0.0001237294,0.001452112],"category_scores_gemma":[0.00002595459,0.0000772672,0.00006623922,0.0001093819,0.0001316334,0.00005430786,0.0003112313,0.0001384754,0.0007891442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006314743,"about_ca_system_score_gemma":0.000006256774,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003435784,"about_ca_topic_score_gemma":0.4951755,"domain_scores_codex":[0.9985365,0.0002400696,0.0003185857,0.0003564365,0.0001448926,0.0004034828],"domain_scores_gemma":[0.999088,0.0003949697,0.000110447,0.0003508719,0.000005493785,0.00005025161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008323608,0.00002845384,0.9752725,0.000001793626,0.00002516841,0.000003622371,0.0005982717,0.001034254,0.002548486,0.001491173,0.01836944,0.0006184713],"study_design_scores_gemma":[0.0001976642,0.0001026543,0.6607037,0.00001417295,0.00002169644,0.000007073612,0.0002528107,0.002835267,0.0006909182,0.005231221,0.3297024,0.0002404391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938573,0.00009002501,0.001496744,0.001708594,0.0005291491,0.0003712573,0.0007822473,0.00003125375,0.001133434],"genre_scores_gemma":[0.9980317,0.000003841369,0.0005064476,0.0004686656,0.0003543824,0.00007018489,0.0001930122,0.00001034936,0.0003613537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4917397,"threshold_uncertainty_score":0.9999889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0207902670998679,"score_gpt":0.222771587935724,"score_spread":0.2019813208358561,"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."}}