{"id":"W6906558278","doi":"10.17605/osf.io/9rfnb","title":"Moderation Effects of Openness","year":2023,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Openness to experience; Moderation; Set (abstract data type); State (computer science); Association (psychology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02391335,0.001134352,0.0008515388,0.001744579,0.001566581,0.00298572,0.0009185226,0.001030319,0.02503496],"category_scores_gemma":[0.1035345,0.0003431174,0.001302524,0.001331086,0.002680338,0.004331794,0.007284221,0.002928721,0.0006556217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131936,"about_ca_system_score_gemma":0.002427141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001882603,"about_ca_topic_score_gemma":0.001456614,"domain_scores_codex":[0.981848,0.01057363,0.0009031157,0.002798362,0.002382958,0.001493975],"domain_scores_gemma":[0.7969018,0.1762175,0.01080841,0.008030711,0.00396447,0.00407709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002279319,0.001135985,0.7794309,0.0008340683,0.001527801,0.0005531524,0.02281293,0.0007925183,0.004094504,0.1187989,0.001765243,0.06597468],"study_design_scores_gemma":[0.0003379714,0.001503804,0.8648955,0.0006790373,0.001839367,0.0006883711,0.01290068,0.002267422,0.008767285,0.09024195,0.0157647,0.0001137522],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8966476,0.001935216,0.01642381,0.005538153,0.0004025581,0.0005481762,0.0017921,0.0001275516,0.07658488],"genre_scores_gemma":[0.9947232,0.0001949638,0.001949143,0.000194204,0.00006166499,0.0002321582,0.0002930442,0.00003531777,0.002316235],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02503496,"threshold_uncertainty_score":0.1264674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03817443733807489,"score_gpt":0.4735376099955862,"score_spread":0.4353631726575113,"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."}}