{"id":"W2970656668","doi":"10.3390/ani9090622","title":"Animal Research, Accountability, Openness and Public Engagement: Report from an International Expert Forum","year":2019,"lang":"en","type":"article","venue":"Animals","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; Wellcome Trust","keywords":"Accountability; Openness to experience; Public relations; Political science; Corporate governance; Transparency (behavior); Stakeholder; Confidentiality; Diversity (politics); Public administration; Business; Psychology; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.2264495,0.001131729,0.0009179311,0.002641429,0.01740233,0.01486829,0.002862138,0.0202233,0.0043598],"category_scores_gemma":[0.1251219,0.0008865366,0.001236279,0.002754846,0.01122834,0.009925761,0.02496305,0.01926099,0.0004728022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01195931,"about_ca_system_score_gemma":0.03521083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01257437,"about_ca_topic_score_gemma":0.01506928,"domain_scores_codex":[0.8908886,0.06503825,0.005689457,0.003832595,0.01586871,0.01868235],"domain_scores_gemma":[0.7416956,0.1949846,0.01169948,0.005247692,0.02042143,0.02595131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004372994,0.0008711193,0.01490634,0.002967034,0.00009775613,0.003549849,0.7142226,0.0007768919,0.004391584,0.05113129,0.1009513,0.105697],"study_design_scores_gemma":[0.0001159275,0.0003441728,0.01315936,0.002916954,0.00006765473,0.0005577407,0.434903,0.0005360309,0.001637651,0.009315105,0.5361862,0.0002603053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2999803,0.0145399,0.01141782,0.5804615,0.01012347,0.002072318,0.0005375868,0.0001807912,0.08068635],"genre_scores_gemma":[0.887068,0.006450393,0.006956526,0.07657731,0.001754119,0.001967624,0.0004884897,0.0002083406,0.01852923],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9971378,"threshold_uncertainty_score":0.9539254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4252395311888325,"score_gpt":0.519773598480595,"score_spread":0.0945340672917625,"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."}}