{"id":"W2530120559","doi":"","title":"Development, Assessment and Application of Benthic Algal Biomonitoring Protocols for Canadian Waters","year":2014,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomonitoring; Benthic zone; Environmental science; Environmental planning; Oceanography; Fishery; Ecology; Biology; Geology","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":[0.0135027,0.001031499,0.0005123473,0.004157442,0.005480808,0.002616589,0.003631728,0.0009388757,0.002358468],"category_scores_gemma":[0.009297961,0.0007820954,0.0006796722,0.003019473,0.001130838,0.001228344,0.002324352,0.00148274,0.001004351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02178615,"about_ca_system_score_gemma":0.04985472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7224573,"about_ca_topic_score_gemma":0.9104385,"domain_scores_codex":[0.9885315,0.001297795,0.001002589,0.001096348,0.007363989,0.0007078678],"domain_scores_gemma":[0.9840549,0.0004974229,0.001307062,0.0009095782,0.01279832,0.0004327205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003521023,0.0006795885,0.1370802,0.001395624,0.0001434081,0.0002757354,0.005056808,0.007252941,0.3067229,0.004442384,0.01750828,0.5190901],"study_design_scores_gemma":[0.0001237087,0.002055658,0.3534252,0.001664332,0.000299415,0.0005579676,0.007373027,0.01646893,0.2949282,0.002032203,0.3205648,0.0005065472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4813125,0.004700351,0.3245954,0.004856929,0.0004658898,0.04321492,0.01783478,0.001650514,0.1213687],"genre_scores_gemma":[0.2149014,0.007161554,0.719074,0.001288644,0.00005433349,0.01156224,0.0105159,0.000379725,0.03506212],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2775427,"threshold_uncertainty_score":0.5583543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308965113578985,"score_gpt":0.2510456894037502,"score_spread":0.2379560382679604,"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."}}