{"id":"W2161510334","doi":"10.1002/eco.1662","title":"Diatoms as a tracer of hydrological connectivity: are they supply limited?","year":2015,"lang":"en","type":"article","venue":"Ecohydrology","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"Fonds De La Recherche Scientifique - FNRS; Fonds National de la Recherche Luxembourg","keywords":"Diatom; Riparian zone; Environmental science; Population; Hydrology (agriculture); Ecology; Geology; Biology; Habitat","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":[0.001170624,0.0001646532,0.0004607538,0.0001412556,0.00005714455,0.00003319226,0.0004006678,0.0002273289,0.00168385],"category_scores_gemma":[0.0006439348,0.0001274763,0.00009336432,0.0001591681,0.0002948227,0.0001499476,0.0002268941,0.0002013639,0.001529391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003752218,"about_ca_system_score_gemma":0.0001332238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004222684,"about_ca_topic_score_gemma":0.0001930758,"domain_scores_codex":[0.9980093,0.0003565871,0.0002941404,0.0004285278,0.0003388808,0.0005725818],"domain_scores_gemma":[0.9987234,0.0003444273,0.0001591859,0.0003856953,0.0001178561,0.0002694373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002003735,0.002720746,0.3344746,0.0001132954,0.0001629856,0.001009533,0.003330421,0.00529501,0.6086754,0.03123106,0.00669766,0.004285603],"study_design_scores_gemma":[0.01166241,0.01103075,0.08276797,0.00009260987,0.0001780025,0.001073206,0.0005178095,0.0273568,0.5928025,0.1998201,0.07052122,0.002176634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990781,0.0002794515,0.00001545467,0.001900458,0.0003122371,0.0001942759,0.00003298552,0.00008405841,0.00640006],"genre_scores_gemma":[0.9990599,0.00002242505,0.00009603405,0.0003981444,0.0001352512,0.00004077711,0.000006067269,0.00001901691,0.0002224198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2517066,"threshold_uncertainty_score":0.999248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03549241332262102,"score_gpt":0.2919757326630678,"score_spread":0.2564833193404467,"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."}}