{"id":"W4385061307","doi":"10.55982/openpraxis.15.2.574","title":"Openness in Education as a Praxis: From Individual Testimonials to Collective Voices","year":2023,"lang":"en","type":"article","venue":"Open Praxis","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; University of Calgary; University of Victoria; Lakehead University; University of Windsor; Concordia University of Edmonton","funders":"","keywords":"Sociology; Narrative; Praxis; Openness to experience; Empowerment; Public relations; Political science; Social psychology; Psychology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001035781,0.0001505059,0.0002261135,0.0003334255,0.0002673382,0.001940771,0.002504189,0.00005589305,0.0003193156],"category_scores_gemma":[0.0009633525,0.0001550749,0.0000243812,0.002824476,0.000019387,0.00177501,0.001649136,0.0001912883,0.004267938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001591629,"about_ca_system_score_gemma":0.001879756,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0107987,"about_ca_topic_score_gemma":0.001430686,"domain_scores_codex":[0.9981781,0.0002831213,0.0002832929,0.0006412936,0.0002999459,0.0003141978],"domain_scores_gemma":[0.9987429,0.0003666741,0.0001241612,0.0004582205,0.0001319728,0.0001760884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001207105,0.001936899,0.08350151,0.0000286413,0.0001360324,0.00004644208,0.2351905,0.001222203,0.001758925,0.02842567,0.2756161,0.3720163],"study_design_scores_gemma":[0.001103363,0.0005663335,0.7384999,0.0003343849,0.00001762361,0.00001162357,0.04923341,0.001955307,0.002523608,0.01262013,0.192214,0.0009203075],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8683228,0.00004759224,0.0002685717,0.01477687,0.001404942,0.001829237,0.00001492615,0.000177871,0.1131572],"genre_scores_gemma":[0.960214,0.00001270393,0.01872141,0.001821903,0.0001073042,0.000663285,0.00005867076,0.00002040749,0.01838031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6549984,"threshold_uncertainty_score":0.9990953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03836603476572858,"score_gpt":0.3550177023539415,"score_spread":0.3166516675882129,"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."}}