{"id":"W6926032965","doi":"10.18738/t8/ejonhj/2wdzos","title":"IMGEO2_2018157_DEV_JKB2t_X49a.txt","year":2024,"lang":"en","type":"dataset","venue":"Texas Digital Library (University of Texas)","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Process (computing); Identification (biology); Product (mathematics)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003963246,0.0002941587,0.0003405142,0.0001675267,0.0001074614,0.00009606415,0.001035336,0.0003809386,0.07856153],"category_scores_gemma":[0.00001254389,0.0003188307,0.0002741307,0.0003286231,0.0005985749,0.001906978,0.001395325,0.0004743005,0.2550354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006065083,"about_ca_system_score_gemma":0.00004699362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001983681,"about_ca_topic_score_gemma":0.00006227467,"domain_scores_codex":[0.9987482,0.00003187447,0.0001736782,0.0005343829,0.0002161582,0.0002957014],"domain_scores_gemma":[0.999046,0.00008903533,0.0001596483,0.0005329351,0.000004856713,0.0001675609],"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":[0.00004938696,0.0001233908,0.01339944,0.00004407571,0.00009261096,0.0001386604,0.000009245489,0.000003917811,0.000001318727,0.00002741974,0.9852079,0.0009026307],"study_design_scores_gemma":[0.0001153367,0.0001029265,0.01652708,0.00006576326,0.00008408038,0.00002964479,0.00002427826,0.000009610722,0.000008091012,0.000435933,0.9822723,0.0003249695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.003549824,0.00007025254,0.000003872655,0.0002617264,0.0004190509,0.0001408937,0.9156355,0.0001241192,0.0797948],"genre_scores_gemma":[0.001299206,0.0001700574,0.00008848798,0.0001497442,0.00009246649,1.800743e-7,0.9022746,0.00002195911,0.09590326],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1764739,"threshold_uncertainty_score":0.9999264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008783180717947755,"score_gpt":0.2262406052716389,"score_spread":0.2174574245536911,"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."}}