{"id":"W2339753374","doi":"","title":"2015 Open Access Colloquium Opening Message","year":2015,"lang":"en","type":"article","venue":"The Atrium (University of Guelph)","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Internet privacy; Computer security; World Wide Web","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","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.01063977,0.0001457238,0.0004318747,0.0002438259,0.000519296,0.002252947,0.02565605,0.0001423768,0.0008664312],"category_scores_gemma":[0.002329518,0.0001088,0.0001196308,0.001888354,0.0003475014,0.009704748,0.01170924,0.000383127,0.0004806896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008664186,"about_ca_system_score_gemma":0.0004999645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005434576,"about_ca_topic_score_gemma":0.0003923946,"domain_scores_codex":[0.9967817,0.0005255376,0.0003223257,0.0004784665,0.001572089,0.0003198509],"domain_scores_gemma":[0.9964971,0.0007812394,0.0005921126,0.001092667,0.0007370451,0.0002998188],"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":[0.0002348331,0.0000298234,0.009981962,0.000002400343,0.00003446492,0.00002051353,0.002976213,0.0002712746,0.0005141527,0.001876162,0.9800418,0.004016403],"study_design_scores_gemma":[0.002976523,0.0001167855,0.1419249,0.0000444613,0.0001136559,0.00002801518,0.06038014,0.002830663,0.0002560569,0.04075831,0.7500489,0.0005215975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.60065,0.0005851282,0.008127022,0.06193589,0.001416996,0.0009767029,0.00008389939,0.00009696307,0.3261274],"genre_scores_gemma":[0.9609179,0.00001904792,0.000611852,0.0004097752,0.00008714798,3.443303e-7,0.000006312698,0.000009605558,0.03793797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3602679,"threshold_uncertainty_score":0.9987828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839015118857775,"score_gpt":0.4068897687098265,"score_spread":0.222988256824049,"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."}}