{"id":"W2134071253","doi":"10.1017/s0963180107070417","title":"Who Reviews the Projects of Unaffiliated Researchers for Ethics? A Case Study from Alberta","year":2007,"lang":"en","type":"review","venue":"Cambridge Quarterly of Healthcare Ethics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge; PolicyWise for Children & Families; University of Calgary","funders":"","keywords":"Foundation (evidence); Engineering ethics; Research ethics; Political science; Bioethics; Ethics committee; Human research; Sociology; Library science; Public relations; Public administration; Law; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[],"category_scores_codex":[0.02609014,0.0004925482,0.001463779,0.006330187,0.003793926,0.006703546,0.002303529,0.003607176,0.002640318],"category_scores_gemma":[0.03692917,0.0006022878,0.0004323212,0.01658306,0.002672171,0.003099849,0.002271671,0.001391259,0.0005281856],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01905049,"about_ca_system_score_gemma":0.05636198,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1476751,"about_ca_topic_score_gemma":0.3873163,"domain_scores_codex":[0.9774556,0.01407114,0.001776129,0.0006550099,0.005177727,0.0008643801],"domain_scores_gemma":[0.9714708,0.02033036,0.002018535,0.000522262,0.004457692,0.001200276],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002629041,0.0002229269,0.004829904,0.04768556,0.0002797943,0.02017039,0.2279363,0.0004467363,0.001462476,0.03586303,0.122676,0.5381641],"study_design_scores_gemma":[0.00007818381,0.0001712713,0.008704236,0.05076902,0.0003662115,0.005373011,0.1150627,0.0001034985,0.0003435042,0.002152916,0.8167943,0.00008114192],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01133423,0.9604833,0.0002371906,0.01429867,0.0005240673,0.0001689926,0.00003741849,0.00001291506,0.01290326],"genre_scores_gemma":[0.1283754,0.8539963,0.002176721,0.007413327,0.0001983704,0.0003172778,0.00007674381,0.00002395401,0.007421962],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9963928,"threshold_uncertainty_score":0.2936311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8752588491761291,"score_gpt":0.6949665722754965,"score_spread":0.1802922769006325,"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."}}