{"id":"W6925537222","doi":"10.17605/osf.io/hs4aw","title":"Questionable Research Practices, the Replication Crisis and Open Science: A National Survey of Canadian Psychology Students","year":2019,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Gothic Literature and Media Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Replication (statistics); Psychological research; History of psychology; Survey research","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":["metaresearch","open_science","research_integrity"],"domain":"methods","study_design":"observational","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","open_science","research_integrity"],"domain":"methods","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.09860799,0.00008501398,0.0001880361,0.0006211222,0.0008268211,0.000539571,0.003418722,0.0001498372,0.04405951],"category_scores_gemma":[0.04110328,0.00007456056,0.00003141182,0.002525876,0.0007785217,0.0007071747,0.00117456,0.0004304801,0.03926584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003371104,"about_ca_system_score_gemma":0.003400791,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.673807,"about_ca_topic_score_gemma":0.3755185,"domain_scores_codex":[0.9934607,0.002866785,0.0003240666,0.001396066,0.001548763,0.0004036893],"domain_scores_gemma":[0.9936738,0.001467179,0.0003299152,0.0021281,0.002120003,0.0002809976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006324161,0.0001917532,0.8682222,0.00001635759,0.000091753,0.000001448746,0.01785006,0.00001864494,0.0008967074,0.04458823,0.0661334,0.0019262],"study_design_scores_gemma":[0.0002188035,0.000001544903,0.6990386,0.00002061157,0.00001737712,0.000002762249,0.002058186,0.00003090409,0.0002093847,0.009773446,0.2885312,0.00009725736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3136045,0.000004508744,0.00000814148,0.009144114,0.0001660843,0.0009899151,0.00001414256,0.000009388989,0.6760592],"genre_scores_gemma":[0.9281459,0.000257946,0.0002312488,0.0005260317,0.00003705072,0.0001139182,0.00001532322,0.000006731957,0.07066585],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6145414,"threshold_uncertainty_score":0.9669739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110301520082894,"score_gpt":0.479019258158841,"score_spread":0.368717738075947,"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."}}