{"id":"W4292869764","doi":"10.7717/peerj.13763","title":"Identifying sources of variation in parasite aggregation","year":2022,"lang":"en","type":"article","venue":"PeerJ","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Biology; Parasite hosting; Host (biology); Abundance (ecology); Ecology; Zoology; Evolutionary biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001674815,0.00002679796,0.00004302051,0.00003433624,0.00008942716,0.000003164545,0.00006609637,0.00001318687,0.002867309],"category_scores_gemma":[0.00001959821,0.00002909072,0.000017226,0.0001311946,0.00002175809,0.00009106613,0.00005770216,0.00006894368,0.00008982127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006922102,"about_ca_system_score_gemma":0.000002913026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006844579,"about_ca_topic_score_gemma":0.0002052141,"domain_scores_codex":[0.9996185,0.00005348448,0.00009280929,0.00008601887,0.00008920749,0.00005993322],"domain_scores_gemma":[0.9998397,0.00003136913,0.00005864229,0.00005928065,0.000001704917,0.000009276486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001210447,0.00004448304,0.9544328,0.000001081833,0.000002776294,0.000001442301,0.001484928,0.005284373,0.03562565,0.0001807538,0.00009907971,0.002830533],"study_design_scores_gemma":[0.00007613722,0.00001681248,0.9939863,0.000001520904,0.000002912185,0.000005227281,0.00009449612,0.0008470095,0.001787061,0.0007266852,0.00242422,0.0000315916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955809,0.00002072736,0.0002972318,0.0001463894,0.0001158355,0.00004445504,0.000004758573,0.000007925913,0.003781852],"genre_scores_gemma":[0.9987643,0.000002527694,0.0001518492,0.0000434493,0.000007555956,0.00001617104,0.000007720105,0.000001708297,0.001004726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03955353,"threshold_uncertainty_score":0.9980442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01993575014812243,"score_gpt":0.3183694170168212,"score_spread":0.2984336668686988,"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."}}