{"id":"W2951978243","doi":"10.1002/ecs2.2770","title":"To improve ecological understanding, collect infection data","year":2019,"lang":"en","type":"article","venue":"Ecosphere","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tula Foundation; University of British Columbia","funders":"Hakai Institute","keywords":"Ecology; Abiotic component; Environmental change; Stressor; Host (biology); Ecosystem; Biology; Ecological systems theory; Parasitism; Climate change","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007351625,0.00127881,0.0008328647,0.005957823,0.001343171,0.002423612,0.001609885,0.001281813,0.01423337],"category_scores_gemma":[0.02105037,0.0006299372,0.0007601184,0.002924963,0.0005869024,0.002441175,0.002820914,0.001522348,0.01144988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009029288,"about_ca_system_score_gemma":0.001941177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009330614,"about_ca_topic_score_gemma":0.01946,"domain_scores_codex":[0.99415,0.001897366,0.001341847,0.0007171141,0.001452034,0.0004416474],"domain_scores_gemma":[0.9765746,0.004046544,0.004606215,0.00546845,0.008144969,0.001159104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003113347,0.0008194688,0.6332524,0.003194531,0.0002509615,0.0006898697,0.002338513,0.001039178,0.01707108,0.004919225,0.1035163,0.2325971],"study_design_scores_gemma":[0.0001014009,0.0005363012,0.5199896,0.003317005,0.000272463,0.001016503,0.006290488,0.006791074,0.02157084,0.01627494,0.4235565,0.0002828838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3150304,0.005265576,0.2337087,0.011265,0.002739102,0.01877683,0.2991986,0.0048082,0.1092076],"genre_scores_gemma":[0.460436,0.004177909,0.373496,0.006442294,0.001029137,0.01485952,0.1139372,0.0009083038,0.02471369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01423337,"threshold_uncertainty_score":0.04761541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04144561571481214,"score_gpt":0.3305765765858843,"score_spread":0.2891309608710722,"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."}}