{"id":"W4224256930","doi":"10.1111/nae2.12038","title":"More rigor, not more barriers: A dialogue","year":2022,"lang":"en","type":"article","venue":"Nurse author & editor","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Psychology; Computer science; Sociology; Engineering ethics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.199097,0.002699137,0.004727108,0.004912484,0.0443748,0.05489663,0.01408807,0.0704795,0.007422318],"category_scores_gemma":[0.3299258,0.003277872,0.003785125,0.004730681,0.1049516,0.1154508,0.03589644,0.1129179,0.002210221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02422486,"about_ca_system_score_gemma":0.04554445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004770549,"about_ca_topic_score_gemma":0.004713085,"domain_scores_codex":[0.6706485,0.2623535,0.01023588,0.01339626,0.03116708,0.0121987],"domain_scores_gemma":[0.4709749,0.4376529,0.01185008,0.01034096,0.0290189,0.04016222],"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":[0.0001213548,0.0001386262,0.0004097537,0.001390221,0.0001231281,0.004250636,0.4110383,0.0001424383,0.0006512572,0.1229104,0.4398308,0.01899316],"study_design_scores_gemma":[0.00007686697,0.00009531763,0.000251512,0.003025129,0.00003580617,0.001510556,0.235392,0.0002972123,0.0002466628,0.07255695,0.686345,0.0001669025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008946575,0.005490747,0.001143438,0.9753299,0.01507453,0.00002854656,0.00001080252,0.00004069301,0.001986678],"genre_scores_gemma":[0.06529012,0.006422201,0.004582473,0.89232,0.02661998,0.0003701305,0.00002242861,0.0003432359,0.004029399],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.199097,"threshold_uncertainty_score":0.987656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05148450967716591,"score_gpt":0.4399144682143937,"score_spread":0.3884299585372278,"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."}}