{"id":"W4206245910","doi":"10.1139/facets-2021-0162","title":"Rigour and reproducibility in Canadian research: call for a coordinated approach","year":2022,"lang":"en","type":"article","venue":"FACETS","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Laura and John Arnold Foundation","keywords":"Rigour; Reproducibility; Value (mathematics); Engineering ethics; Management science; Quality (philosophy); Political science; Computer science; Engineering; Mathematics; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4188592,0.0001124048,0.001240279,0.0006547086,0.000406933,0.0003060649,0.001074756,0.00003810117,0.002128],"category_scores_gemma":[0.09640509,0.00006525349,0.0002693279,0.001998047,0.0000558186,0.00007411178,0.0002436674,0.0002675372,0.0001117874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000190516,"about_ca_system_score_gemma":0.000306622,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06254964,"about_ca_topic_score_gemma":0.1133045,"domain_scores_codex":[0.9781961,0.01310294,0.003119138,0.002309086,0.002758726,0.0005139647],"domain_scores_gemma":[0.991633,0.001861089,0.0005066682,0.005088139,0.000615113,0.0002960197],"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":[0.0000234794,0.000130798,0.2079,0.00008481611,0.00006776742,0.00001175523,0.003472572,0.0005679828,0.00009596515,0.003143241,0.773046,0.01145558],"study_design_scores_gemma":[0.0002598105,0.00005997312,0.05961663,0.000003598926,0.00001607295,0.00001194374,0.002015419,0.0322114,0.000009903812,0.008447929,0.8972196,0.0001277397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667955,0.001060744,0.0005362629,0.006257183,0.0002501518,0.003661448,0.0002019905,0.000005035134,0.02123168],"genre_scores_gemma":[0.9727532,0.000001316965,0.001000493,0.0001288267,0.00001676453,0.0003685852,0.00001511489,0.00000606695,0.02570968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3224541,"threshold_uncertainty_score":0.9987842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9118407590584235,"score_gpt":0.5985664288929935,"score_spread":0.31327433016543,"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."}}