{"id":"W3102609273","doi":"10.1111/bioe.12829","title":"Accounting for research fatigue in research ethics","year":2020,"lang":"en","type":"article","venue":"Bioethics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"De Veber; University of Toronto","funders":"","keywords":"Perspective (graphical); Research ethics; Psychology; Accounting research; Process (computing); Engineering ethics; Public relations; Applied psychology; Business; Accounting; Political science; Engineering; Psychiatry; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6631408,0.001688243,0.003439565,0.00600751,0.006845603,0.01470327,0.004015988,0.007504406,0.005636016],"category_scores_gemma":[0.8375837,0.001925152,0.002859267,0.005381362,0.02267258,0.02529249,0.01324983,0.01270805,0.001321382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01733262,"about_ca_system_score_gemma":0.05481497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006909797,"about_ca_topic_score_gemma":0.009934875,"domain_scores_codex":[0.2511368,0.6617241,0.04264054,0.01067937,0.02915948,0.004659839],"domain_scores_gemma":[0.06408606,0.7911766,0.06381589,0.04018661,0.03597444,0.004760426],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007894949,0.0003514521,0.06576906,0.009826026,0.002076354,0.001031062,0.05662431,0.01054137,0.0008397976,0.3244847,0.03884507,0.4888214],"study_design_scores_gemma":[0.0003034724,0.0004634982,0.02449255,0.02162669,0.0008383996,0.001238259,0.00974383,0.01571651,0.001020267,0.8381288,0.08595463,0.0004732156],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04358808,0.04418513,0.4764819,0.386119,0.00849787,0.004695593,0.0005157928,0.0005519167,0.03536463],"genre_scores_gemma":[0.6633394,0.01151374,0.2550221,0.05132679,0.00599643,0.009633833,0.0002751718,0.0003765337,0.00251606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9924956,"threshold_uncertainty_score":0.4154074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9859609495613709,"score_gpt":0.7909718834215625,"score_spread":0.1949890661398084,"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."}}