{"id":"W1995707227","doi":"10.1080/0269249x.2014.924437","title":"A preliminary assessment of the effects of <i>Didymosphenia geminata</i> nuisance growths on the structure and diversity of diatom assemblages of the Restigouche River basin, Quebec, Canada","year":2014,"lang":"en","type":"article","venue":"Diatom Research","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; Groupe de recherche interuniversitaire en limnologie","keywords":"Diatom; Ecology; Periphyton; River ecosystem; Nuisance; Standing crop; Ecosystem; Biomass (ecology); Community structure; Biology; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002360353,0.0001781945,0.0004057729,0.0000615992,0.0004148092,0.00003259649,0.001708489,0.0001008127,0.00005589015],"category_scores_gemma":[0.002044468,0.00008982959,0.0001039139,0.0006544192,0.00159817,0.0001068732,0.002317755,0.0005162444,6.630427e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001207202,"about_ca_system_score_gemma":0.0009700878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2993443,"about_ca_topic_score_gemma":0.06369033,"domain_scores_codex":[0.9946818,0.00169561,0.0003473067,0.0003626067,0.002430235,0.0004824094],"domain_scores_gemma":[0.993211,0.004759418,0.0003093105,0.001098321,0.0005148235,0.0001071034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002183851,0.0002873366,0.5894514,0.002313911,0.0000798484,0.000007686723,0.001490473,0.00007081941,0.3794325,0.01454063,0.01061209,0.001494871],"study_design_scores_gemma":[0.0002459956,0.0001268711,0.5823704,0.0002511602,0.00001600081,5.041297e-7,0.0001235136,0.000128117,0.4159803,0.0005651055,0.0001304082,0.00006161103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974467,0.0003137552,0.000005412538,0.000798299,0.0001682902,0.0007517961,0.0001386762,0.000004629526,0.0003724678],"genre_scores_gemma":[0.9995877,0.00009702698,0.00004717147,0.00005397248,0.00003177123,0.00001374235,0.000001301021,0.00001555177,0.0001517678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.235654,"threshold_uncertainty_score":0.9533949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01182630243888518,"score_gpt":0.2716696987226189,"score_spread":0.2598433962837338,"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."}}