{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006160027,0.0002552413,0.0003105821,0.0002429257,0.00006082368,0.00002324883,0.0002876089,0.0003121992,0.00008060121],"category_scores_gemma":[0.0002880918,0.0003096243,0.00005850829,0.0003781124,0.00004437279,0.00003259401,0.0002010687,0.0002928606,0.000001125545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005236685,"about_ca_system_score_gemma":0.00222795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08361808,"about_ca_topic_score_gemma":0.6930583,"domain_scores_codex":[0.9987851,0.0002664703,0.0001971168,0.0003506911,0.0001871348,0.0002134844],"domain_scores_gemma":[0.9991643,0.00008466477,0.0002104497,0.0002948092,0.00009598507,0.0001497856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01335936,0.0002539114,0.2302987,0.002629,0.00100567,0.00082104,0.01581215,0.002280091,0.006721682,0.0007007646,0.7253537,0.0007639897],"study_design_scores_gemma":[0.002406532,0.0009872692,0.1680506,0.001074888,0.0001456191,0.000002227906,0.02954022,0.00009583279,0.2817966,0.00003413899,0.514082,0.001784048],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914259,0.00003341626,0.0000162993,0.00384602,0.0001140552,0.0002925682,0.0003994271,0.00001253527,0.003859729],"genre_scores_gemma":[0.8307346,0.0005437795,0.00211401,0.0008531033,0.0000366622,0.000002616769,0.005487732,0.00007053724,0.160157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6094403,"threshold_uncertainty_score":0.9999356,"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."}}