{"id":"W6996092637","doi":"","title":"Questionable Research Practices, the Replication Crisis and Open Science: A National Survey of Canadian Psychology Students","year":2021,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","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":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","research_integrity","open_science"],"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","metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":["metaresearch","open_science","insufficient_payload"],"category_scores_codex":[0.1283031,0.0003951732,0.0006406873,0.003056971,0.0007277069,0.0009807707,0.01004479,0.00057127,0.405187],"category_scores_gemma":[0.08781239,0.0003913533,0.00006952687,0.004995721,0.001837352,0.0004400535,0.008708916,0.001397906,0.3067193],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001312553,"about_ca_system_score_gemma":0.008595941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7995955,"about_ca_topic_score_gemma":0.6365774,"domain_scores_codex":[0.9812301,0.007666084,0.0009156968,0.005759079,0.003478196,0.0009508275],"domain_scores_gemma":[0.9817641,0.001748325,0.001765152,0.01024074,0.003906914,0.0005747161],"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":[0.00009627928,0.0004489152,0.1083175,0.00007681845,0.0002749053,0.000009291382,0.0004284345,0.00001781819,0.0008615859,0.003192844,0.8856041,0.0006715737],"study_design_scores_gemma":[0.0004276484,0.000001465042,0.4163406,0.0001841558,0.00003600958,0.0000505694,0.0001601547,0.00002827084,0.000217852,0.002072664,0.580201,0.0002796515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003410892,0.0000282134,0.00001145983,0.001597634,0.0002357119,0.003094532,0.0004868105,0.00005495742,0.9910798],"genre_scores_gemma":[0.03583127,0.0008174374,0.001334756,0.0003161181,0.00009699734,0.00111387,0.0004445358,0.0004335262,0.9596115],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3080231,"threshold_uncertainty_score":0.9998538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1749704745571823,"score_gpt":0.4896291490376248,"score_spread":0.3146586744804425,"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."}}