{"id":"W4242556105","doi":"10.46745/ilma.oric.conference.2021.01","title":"VIRTUAL INTERNATIONAL CONFERENCE ON IS OPEN ACCESS KNOWLEDGE CRITICAL IN SCHOLARLY COMMUNICATION?","year":2021,"lang":"en","type":"report","venue":"","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarly communication; Commonwealth; Publishing; Commercialization; Library science; Political science; Public relations; Sociology; Media studies; Computer science; Law","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":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.006752633,0.000680579,0.0005207341,0.002170361,0.006498455,0.02172104,0.001215612,0.001793872,0.1750053],"category_scores_gemma":[0.009932043,0.0003390527,0.000414701,0.002964338,0.002280321,0.008386396,0.00868845,0.003361739,0.0587008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00391522,"about_ca_system_score_gemma":0.01857177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006034463,"about_ca_topic_score_gemma":0.008884051,"domain_scores_codex":[0.995096,0.0009505523,0.0001776229,0.0004302019,0.002328692,0.001016852],"domain_scores_gemma":[0.9883755,0.001794406,0.0004292934,0.0008885086,0.002831033,0.005681151],"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":[0.00009471586,0.0001349698,0.0008802649,0.0001170233,0.000004259042,0.00009362578,0.0006965236,0.00009282713,0.000507187,0.03386893,0.9106618,0.05284783],"study_design_scores_gemma":[0.000004103053,0.00002074035,0.001534037,0.00007031551,0.000001703055,0.00006108161,0.001063892,0.00006753051,0.0005420857,0.00138497,0.9952391,0.00001039678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008470451,0.00356066,0.001960237,0.03426926,0.01252474,0.0003667999,0.004376915,0.0005557582,0.9339151],"genre_scores_gemma":[0.04567345,0.002951689,0.003538643,0.001978488,0.001116349,0.0005786706,0.005127589,0.0005365926,0.9384986],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9987844,"threshold_uncertainty_score":0.585451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3465874017416805,"score_gpt":0.5936970157794539,"score_spread":0.2471096140377734,"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."}}