{"id":"W2964496128","doi":"10.1007/s12520-019-00898-1","title":"Bonify 1.0: evaluating virtual reference collections in teaching and research","year":2019,"lang":"en","type":"article","venue":"Archaeological and Anthropological Sciences","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Rijksuniversiteit Groningen; York University","keywords":"Usability; USable; Computer science; Interface (matter); World Wide Web; Presentation (obstetrics); Domain (mathematical analysis); Key (lock); Virtual reality; Human–computer interaction; Multimedia; Mathematics; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02092277,0.001280591,0.000823028,0.005149236,0.001058905,0.004741128,0.001639692,0.001750071,0.008967274],"category_scores_gemma":[0.04072641,0.0008050392,0.001019818,0.002317543,0.0009959646,0.003158411,0.006302755,0.0005591159,0.003061264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001403797,"about_ca_system_score_gemma":0.001485501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001935226,"about_ca_topic_score_gemma":0.004302751,"domain_scores_codex":[0.9892291,0.006231294,0.0008062951,0.0007419146,0.002470509,0.0005209488],"domain_scores_gemma":[0.9778991,0.0131068,0.001593071,0.001885706,0.003875779,0.001639509],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01369213,0.005393115,0.04822505,0.009811655,0.0004912154,0.0006948447,0.02558549,0.009678627,0.03527888,0.006820169,0.03110395,0.8132249],"study_design_scores_gemma":[0.004177675,0.03494315,0.4186241,0.006543018,0.001586633,0.002926653,0.0429904,0.06467301,0.07180883,0.01480556,0.3354691,0.001451903],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8732445,0.001973793,0.06304088,0.0004687165,0.0002756004,0.008652064,0.007275197,0.009690143,0.03537922],"genre_scores_gemma":[0.6640496,0.001270922,0.3020353,0.0002246008,0.00009225184,0.007703396,0.01298278,0.001687279,0.009953887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9790772,"threshold_uncertainty_score":0.1106515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1669888232804254,"score_gpt":0.4005259451567252,"score_spread":0.2335371218762998,"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."}}