{"id":"W6986854660","doi":"","title":"Response of cladocerans to native and invasive invertebrate predators in Lake Simcoe, Canada","year":2021,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Predation; Predator; Zooplankton; Phototaxis; Abundance (ecology); Invertebrate; Apex predator","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":[0.000152271,0.0002165928,0.0001768417,0.0005025709,0.001248388,0.0004701813,0.0003611749,0.0002549563,0.001360881],"category_scores_gemma":[0.0006118781,0.0002020631,0.0001599133,0.0005196792,0.0004495573,0.0001717822,0.0004727582,0.0002026375,0.0001532194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009281079,"about_ca_system_score_gemma":0.00437422,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9618107,"about_ca_topic_score_gemma":0.9917264,"domain_scores_codex":[0.9998546,0.000007837697,0.00000765818,0.00003585172,0.00004355208,0.00005065059],"domain_scores_gemma":[0.9992736,0.00003392789,0.0001098564,0.00001386696,0.0003255076,0.0002432491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003039011,0.00005399236,0.9847114,0.000037106,0.00003506665,0.0001502604,0.001808882,0.0001783827,0.008904485,0.00003948798,0.0005131939,0.003263646],"study_design_scores_gemma":[0.00000298459,0.00002105108,0.9984266,0.00000432239,0.000004163368,0.00001194161,0.0008608673,0.0002235626,0.0002321831,0.000004067739,0.0002048939,0.000003480001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999089,0.00003343514,0.000009826885,0.00002593391,9.313624e-7,0.000006088694,0.0002337895,0.000002303904,0.0005987457],"genre_scores_gemma":[0.998589,0.00005277572,0.00005912991,0.00003968125,6.727263e-7,0.00000647668,0.0003288742,0.000001314932,0.0009221325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03818929,"threshold_uncertainty_score":0.07682836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002957719300856954,"score_gpt":0.1868380297723216,"score_spread":0.1838803104714647,"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."}}