{"id":"W2164554333","doi":"10.1111/j.1365-4632.2010.04620.x","title":"Book review: The Checklist Manifesto: How to Get Things Right","year":2010,"lang":"en","type":"article","venue":"International Journal of Dermatology","topic":"Qualitative Comparative Analysis Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Manifesto; Checklist; Citation; Computer science; Library science; Psychology; Law; Political science; Cognitive psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009940472,0.00008614088,0.0002562248,0.0001926836,0.0002186808,0.0001371222,0.001510795,0.00005744426,0.003057325],"category_scores_gemma":[0.002686379,0.00005595307,0.0001713789,0.000200145,0.0004268334,0.0005091085,0.0001024318,0.0005696862,0.0002239697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007132444,"about_ca_system_score_gemma":0.0002300859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006395156,"about_ca_topic_score_gemma":0.000381374,"domain_scores_codex":[0.9974567,0.0007816214,0.000390106,0.0001138671,0.001047203,0.0002104825],"domain_scores_gemma":[0.9966711,0.0007358515,0.0003833059,0.0001337939,0.001928466,0.0001475284],"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":[0.00001578026,0.00003289125,0.0005423476,0.000006045185,0.0001388568,0.0003082062,0.003505793,4.830548e-7,0.0006597538,0.03217359,0.9622567,0.0003596024],"study_design_scores_gemma":[0.0001236115,0.00001407099,0.0004278749,0.00005918548,0.00001736994,0.0009326272,0.0004923421,0.00001456106,0.0005280022,0.00184155,0.995486,0.00006275721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004517039,0.01419971,0.00162664,0.959598,0.001232398,0.0001688278,0.000003003322,0.000009010902,0.01864537],"genre_scores_gemma":[0.8262264,0.01372272,0.001298476,0.125857,0.001927685,0.00002610659,0.000006881363,0.00002208905,0.03091258],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8337409,"threshold_uncertainty_score":0.997854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02896259123166808,"score_gpt":0.4281402393110589,"score_spread":0.3991776480793909,"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."}}