{"id":"W6995622515","doi":"","title":"Paper 1 - Questionable Research Practices (QRPs) among Psychology Students in Canada","year":2022,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Qualitative 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","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","research_integrity"],"domain":"methods","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["open_science","insufficient_payload"],"category_scores_codex":[0.02843493,0.000987083,0.001301978,0.001922661,0.0004045347,0.0002975054,0.00721147,0.0008855764,0.9758626],"category_scores_gemma":[0.01643308,0.001225585,0.0002081953,0.001816529,0.0005906625,0.0005551371,0.008768333,0.005619862,0.882894],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008797559,"about_ca_system_score_gemma":0.00562699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9708275,"about_ca_topic_score_gemma":0.985704,"domain_scores_codex":[0.9735975,0.01093511,0.001473272,0.007270342,0.004633596,0.002090142],"domain_scores_gemma":[0.9836552,0.001945833,0.002155837,0.01129437,0.0003213198,0.0006275066],"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":[0.0001940255,0.000763487,0.3903575,0.0001250327,0.0003484908,0.0005409869,0.000278823,0.0003107256,0.0001609701,0.0002303057,0.6060498,0.000639803],"study_design_scores_gemma":[0.001132203,0.000001739539,0.1943447,0.0002475382,0.00006483783,0.00004785487,0.0005327038,0.00002445175,0.00002859774,0.000793053,0.8019642,0.0008180413],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01977198,0.00002638195,0.000004192016,0.0004002639,0.001046887,0.003593436,0.0002927357,0.0003736823,0.9744905],"genre_scores_gemma":[0.01956026,0.000477448,0.0003172454,0.0003657695,0.0002505497,0.003286245,0.0002765204,0.001745562,0.9737204],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1960128,"threshold_uncertainty_score":0.9992486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04423338428944268,"score_gpt":0.3870785043741254,"score_spread":0.3428451200846828,"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."}}