{"id":"W7038632041","doi":"","title":"IUKWC Open Network members’ survey: summary report","year":2020,"lang":"en","type":"other","venue":"NERC Open Research Archive (Natural Environment Research Council)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grassroots; Publication; Usability; Plan (archaeology); Quarter (Canadian coin); Yardstick; Collation","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.1742294,0.002525084,0.003766238,0.001835091,0.003235361,0.007160108,0.03336716,0.001403823,0.04971461],"category_scores_gemma":[0.02795786,0.002287896,0.000658063,0.005117695,0.008015133,0.001704344,0.09143613,0.02176293,0.05518171],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01881131,"about_ca_system_score_gemma":0.01913757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1710005,"about_ca_topic_score_gemma":0.1265322,"domain_scores_codex":[0.8874393,0.03746489,0.002368329,0.0101524,0.05199027,0.01058485],"domain_scores_gemma":[0.972366,0.008629408,0.001162774,0.01080296,0.002540757,0.004498144],"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":[0.00436742,0.0008002218,0.0009965794,0.0002813367,0.001406626,0.01022478,0.0003390403,0.000168339,0.001316894,0.001258281,0.9756207,0.003219808],"study_design_scores_gemma":[0.003226137,0.001146619,0.003434092,0.001402695,0.00006132558,0.0001737824,0.0002694422,0.0009198947,0.00003868117,0.003496798,0.9834734,0.002357201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004033647,0.007614801,0.00003291995,0.003881848,0.0007618335,0.02570266,0.006630388,0.0004232156,0.954912],"genre_scores_gemma":[0.0007199256,0.01116903,0.008151953,0.0003834573,0.003316811,0.00475233,0.01249185,0.005834814,0.9531798],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1462716,"threshold_uncertainty_score":0.9998926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2781712868266047,"score_gpt":0.4073640509729914,"score_spread":0.1291927641463866,"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."}}