{"id":"W4408657413","doi":"10.63485/fw9j0-9a856","title":"Recommendations on openness to Canada's Minister of Industry","year":2009,"lang":"en","type":"preprint","venue":"","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Openness to experience; Political science; Business; Psychology; Social psychology","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.06245098,0.001390761,0.001574582,0.005782565,0.01174839,0.02132363,0.006552183,0.03195845,0.1084921],"category_scores_gemma":[0.1813643,0.001719311,0.002774235,0.008555483,0.009170351,0.0189745,0.01119041,0.0222288,0.03133509],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04030162,"about_ca_system_score_gemma":0.258241,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7434835,"about_ca_topic_score_gemma":0.7815202,"domain_scores_codex":[0.9052904,0.01387059,0.00467992,0.003835489,0.05563035,0.01669328],"domain_scores_gemma":[0.6198898,0.05691518,0.008955603,0.0167856,0.2168041,0.0806497],"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":[0.00001813656,0.00002695356,0.0001148221,0.00005846825,0.000003179623,0.00003943713,0.0001160415,0.00003465126,0.00005713579,0.004560974,0.9899549,0.005015299],"study_design_scores_gemma":[0.00002972977,0.00001009872,0.0007024552,0.0002561099,0.000007586577,0.00002457193,0.0005622571,0.00004246005,0.00009304524,0.0028585,0.9953543,0.00005885058],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0005595353,0.005944711,0.003082159,0.8363476,0.03755835,0.0009089524,0.003875091,0.001447698,0.1102759],"genre_scores_gemma":[0.007833628,0.006913304,0.01775212,0.54437,0.005407632,0.001181478,0.004689158,0.001350062,0.4105026],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9934478,"threshold_uncertainty_score":0.5160544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.246464901579479,"score_gpt":0.4225811827077232,"score_spread":0.1761162811282442,"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."}}