{"id":"W6901896296","doi":"10.6084/m9.figshare.1221742.v1","title":"Culture change in academia: Making sharing the new norm - UCalgary, Open Access Week","year":2014,"lang":"en","type":"other","venue":"Figshare","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Norm (philosophy); Culture change; Access to information","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["open_science"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":true,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.01421458,0.0003815315,0.0006197781,0.0008920366,0.02056099,0.03381821,0.002320617,0.006943631,0.1290772],"category_scores_gemma":[0.03378591,0.0004467928,0.0005347762,0.001782666,0.01036684,0.02158872,0.02242953,0.009325185,0.02290356],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006605035,"about_ca_system_score_gemma":0.01699352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008897295,"about_ca_topic_score_gemma":0.03108856,"domain_scores_codex":[0.9895731,0.005335615,0.0002875261,0.0004830639,0.002414175,0.001906581],"domain_scores_gemma":[0.9707021,0.005331308,0.001042285,0.003265593,0.004307923,0.01535094],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004077355,0.00008142911,0.0004697362,0.00009371101,0.000006043491,0.000126913,0.01608921,0.00005222562,0.0001753546,0.04328999,0.8668738,0.07270075],"study_design_scores_gemma":[0.000009103405,0.0000253244,0.001092992,0.0001879001,0.000002845902,0.00003305386,0.02831951,0.00004184408,0.0001606148,0.01410433,0.956003,0.00001953592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.009964522,0.002503001,0.003206325,0.4945405,0.01451071,0.00009379735,0.000286484,0.000923765,0.4739709],"genre_scores_gemma":[0.2545729,0.005244511,0.006734449,0.08307764,0.005722159,0.0003958521,0.0005129596,0.002265694,0.6414739],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9976794,"threshold_uncertainty_score":0.4318063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3039607030800888,"score_gpt":0.4430867481752102,"score_spread":0.1391260450951214,"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."}}