{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001171951,0.003507966,0.002060932,0.003869806,0.001197631,0.004096698,0.004391863,0.003486973,0.2297209],"category_scores_gemma":[0.006398156,0.001223551,0.001945624,0.006531148,0.000672572,0.002258523,0.003157234,0.002312247,0.3062079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001734867,"about_ca_system_score_gemma":0.002405334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02333993,"about_ca_topic_score_gemma":0.03693963,"domain_scores_codex":[0.9989771,0.000159432,0.00008681389,0.0003598943,0.0002093479,0.0002074054],"domain_scores_gemma":[0.9980556,0.0006513258,0.0001623224,0.0004544995,0.0003908678,0.0002854786],"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":[0.00004029391,0.00001120154,0.0002375495,0.0003981901,0.00001780108,0.00001162038,0.0000114859,0.0001467548,0.00005329333,0.0002383429,0.9979711,0.0008623439],"study_design_scores_gemma":[0.0003397564,0.00001921896,0.001604016,0.000250315,0.00002772287,0.00004230371,0.00005431603,0.000419784,0.0003001899,0.001309962,0.9956009,0.00003137997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00005055376,0.00004202264,0.00003795785,0.00005729764,0.00002474946,0.000005568032,0.9984591,0.0006314275,0.0006913624],"genre_scores_gemma":[0.0001810691,0.00004491175,0.0001496833,0.00005604421,0.000008414287,0.00004170591,0.9985704,0.0001942657,0.0007534865],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.770279,"threshold_uncertainty_score":0.7684931,"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."}}