{"id":"W7073714657","doi":"","title":"2018 Consensus framework for good assessment","year":2018,"lang":"en","type":"article","venue":"Figshare","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Set (abstract data type); Task (project management); Task group; Field (mathematics); Diversity (politics); Globalization","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2246258,0.002350119,0.00298383,0.01312625,0.01207078,0.02795384,0.01049381,0.0210838,0.02957533],"category_scores_gemma":[0.2622491,0.001979563,0.005226159,0.00827598,0.03228299,0.01603594,0.02115444,0.01627048,0.01160245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04379977,"about_ca_system_score_gemma":0.118097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02515975,"about_ca_topic_score_gemma":0.01742606,"domain_scores_codex":[0.6679852,0.2244336,0.03445847,0.01879819,0.04535138,0.008973125],"domain_scores_gemma":[0.7424964,0.1139832,0.008878397,0.01799758,0.1043307,0.01231381],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000183486,0.00002311883,0.0002461049,0.0007659854,0.00004138657,0.0001006651,0.002750072,0.0008079531,0.00004960041,0.9244397,0.03714978,0.03360735],"study_design_scores_gemma":[0.00004600073,0.00003480327,0.0003744557,0.004035343,0.00003379917,0.0001380057,0.002404218,0.001531432,0.0001207532,0.7437916,0.2474234,0.00006614038],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001479337,0.0136254,0.3738515,0.2216941,0.006314705,0.004287276,0.001190938,0.0006590476,0.3768977],"genre_scores_gemma":[0.1888412,0.01091584,0.6843507,0.03874867,0.002637487,0.01743277,0.002543862,0.0008044691,0.05372512],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7753742,"threshold_uncertainty_score":0.9561744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03726056405235645,"score_gpt":0.2867041576342922,"score_spread":0.2494435935819357,"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."}}