{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.008926869,0.0009181765,0.001065035,0.001441045,0.0052884,0.0130937,0.002128811,0.02339318,0.1803767],"category_scores_gemma":[0.02219558,0.0005648766,0.001175105,0.001043151,0.003023761,0.006169135,0.006781374,0.01300905,0.104541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006227179,"about_ca_system_score_gemma":0.009734334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01197883,"about_ca_topic_score_gemma":0.01969435,"domain_scores_codex":[0.993353,0.0005756735,0.0004228291,0.0009816559,0.003264052,0.001402683],"domain_scores_gemma":[0.987624,0.001977176,0.0005266992,0.0008485633,0.004748051,0.004275386],"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":[0.0000152929,0.000009075166,0.00004638676,0.00004610974,0.000001413413,0.00005945736,0.00005782464,0.000006593873,0.0001112108,0.003038164,0.9934046,0.003203971],"study_design_scores_gemma":[0.000004269959,0.000007430086,0.0002531394,0.00007275595,0.000001215647,0.00001413258,0.00008379119,0.00001276481,0.00005116419,0.0003473491,0.9991446,0.000007489053],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001016635,0.00325324,0.0008360703,0.5658606,0.2156053,0.0003802601,0.001844795,0.0006524818,0.2105505],"genre_scores_gemma":[0.0102507,0.002029907,0.000815947,0.2174021,0.05237879,0.0003986361,0.0009983606,0.0003302485,0.7153955],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9978712,"threshold_uncertainty_score":0.6034201,"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."}}