{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.8875565,0.003584956,0.01999696,0.03212193,0.02402855,0.06451371,0.02777946,0.03321747,0.004248351],"category_scores_gemma":[0.9126771,0.007007611,0.01116159,0.02282435,0.08861239,0.04603876,0.05182546,0.04486739,0.001553691],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.16434,"about_ca_system_score_gemma":0.5518665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4085352,"about_ca_topic_score_gemma":0.3505332,"domain_scores_codex":[0.06778905,0.6823465,0.1031527,0.02560789,0.112112,0.008991905],"domain_scores_gemma":[0.0288213,0.6721597,0.02758093,0.07948251,0.1742111,0.01774453],"domain_codex":"methods","domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001802005,0.0003846826,0.01770765,0.04371978,0.008194558,0.00104984,0.0692538,0.006030364,0.00142226,0.3830224,0.1777977,0.2896149],"study_design_scores_gemma":[0.001366138,0.0005500559,0.01140809,0.09966217,0.002717647,0.000642671,0.01579233,0.008058705,0.001190027,0.541342,0.3154981,0.001772005],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003018284,0.06544444,0.06862323,0.8354843,0.0123338,0.003707027,0.0004649948,0.0006007534,0.01032317],"genre_scores_gemma":[0.2240804,0.03530704,0.4597021,0.2479074,0.01002477,0.0170543,0.001109735,0.001265558,0.003548764],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9722205,"threshold_uncertainty_score":0.9692472,"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."}}