{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002359346,0.0001607749,0.0002731863,0.0002587529,0.0004350142,0.009231947,0.003847133,0.0003928114,0.02452947],"category_scores_gemma":[0.005308492,0.000173684,0.00005295839,0.0007622251,0.0002713422,0.00331794,0.001065959,0.0007054462,0.0002418482],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001253826,"about_ca_system_score_gemma":0.01843311,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008556311,"about_ca_topic_score_gemma":0.04504322,"domain_scores_codex":[0.9970884,0.0006966817,0.000475682,0.00044395,0.001085644,0.0002096515],"domain_scores_gemma":[0.9940698,0.0004004916,0.0001605958,0.0005709135,0.00466757,0.0001307029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007647556,0.0004437569,0.001184181,0.000007802935,0.0000192339,0.000001955297,0.007293064,4.32215e-7,0.000001493451,0.7029617,0.2781967,0.009882001],"study_design_scores_gemma":[0.0001681256,0.00001749636,0.002447481,0.0003298643,0.00001005226,8.097308e-7,0.02116425,0.00002913637,0.00001771401,0.005867442,0.9697006,0.0002470666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004106013,0.0002674725,0.00004926846,0.04964252,0.003576104,0.0003656394,0.00003883871,0.00003411427,0.9456155],"genre_scores_gemma":[0.660704,0.00802111,0.0005374639,0.002415071,0.001013868,0.000288962,0.0004246027,0.00002650843,0.3265685],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6970943,"threshold_uncertainty_score":0.9980458,"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."}}