{"id":"W2800205541","doi":"10.15252/embr.201846069","title":"Improving animal research reporting standards","year":2018,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Council on Animal Care; Ottawa Hospital","funders":"","keywords":"Griffin; Library science; Political science; Medicine; History; Computer science","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4241495,0.001187387,0.00220009,0.01284494,0.003218578,0.0121714,0.009100053,0.008010573,0.01256931],"category_scores_gemma":[0.4774418,0.001459555,0.002619962,0.007451134,0.005898233,0.008956915,0.007417032,0.01345205,0.01373173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007404899,"about_ca_system_score_gemma":0.03747589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01094533,"about_ca_topic_score_gemma":0.01003609,"domain_scores_codex":[0.5337588,0.2272258,0.06367336,0.01322209,0.155339,0.006780967],"domain_scores_gemma":[0.252835,0.1966465,0.04888848,0.1096124,0.3834003,0.008617258],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004999197,0.0005173906,0.008173062,0.005313152,0.0002361623,0.0003084783,0.004330959,0.001760182,0.01142416,0.08172816,0.5160569,0.3696515],"study_design_scores_gemma":[0.00007662353,0.0002975784,0.0103057,0.005703559,0.000135781,0.0002956221,0.0008971074,0.001058753,0.005190324,0.01667661,0.9592112,0.0001510535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01342339,0.01515885,0.4946718,0.1562944,0.03040437,0.01952792,0.01807692,0.009739226,0.2427032],"genre_scores_gemma":[0.06333376,0.02051381,0.7273153,0.06027278,0.007442243,0.0266728,0.04176576,0.004444136,0.04823948],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5758505,"threshold_uncertainty_score":0.7101263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.344794318249339,"score_gpt":0.5224145100442625,"score_spread":0.1776201917949235,"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."}}