{"id":"W4226341738","doi":"","title":"Promoting a culture of openness: Institutional open access policy development and evaluation at a Canadian university","year":2021,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Openness to experience; Political science; Public administration; Business; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001840543,0.0001798215,0.0003769277,0.0006590738,0.0009155174,0.003746847,0.005299832,0.00007701592,0.002090648],"category_scores_gemma":[0.0005020894,0.0001823221,0.00004956907,0.001935477,0.00007979034,0.008374169,0.005915774,0.0002416333,0.000008247664],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007995708,"about_ca_system_score_gemma":0.008202459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03727013,"about_ca_topic_score_gemma":0.02233444,"domain_scores_codex":[0.9977375,0.000427687,0.0004528894,0.0004813678,0.0006049283,0.0002956375],"domain_scores_gemma":[0.9976344,0.00007448239,0.0005627248,0.0003211685,0.0009911073,0.0004161013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001280532,0.0007454921,0.6523958,0.0003533722,0.0005626344,0.0002294786,0.03646377,0.001882344,0.01958909,0.02220976,0.0205102,0.24493],"study_design_scores_gemma":[0.001013497,0.000007922255,0.8974445,0.0006469438,0.0000426789,0.0001007346,0.001744102,0.002038793,0.01602416,0.001532748,0.07892989,0.0004739677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469845,0.001505392,0.0004094965,0.001857558,0.0003550133,0.0007883096,0.00001427023,0.00001640649,0.04806901],"genre_scores_gemma":[0.9948381,0.0006453833,0.00309454,0.0003007795,0.00004845364,0.00001286977,0.00003053704,0.00001014632,0.001019178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2450488,"threshold_uncertainty_score":0.9988216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2612916628937634,"score_gpt":0.5321485748260484,"score_spread":0.2708569119322849,"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."}}