{"id":"W1789737028","doi":"","title":"The error of our ways.","year":2001,"lang":"en","type":"letter","venue":"PubMed","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Rheumatology Association","funders":"","keywords":"Foolishness; State (computer science); Medical practice; Medicine; Computer science; Medical education; Psychology; Social psychology; Algorithm","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002375508,0.0001922327,0.0004469297,0.00005574207,0.0004038883,0.000009498371,0.0005525941,0.001070058,0.0003786332],"category_scores_gemma":[0.00609353,0.0001105778,0.0001350552,0.0001556867,0.00009423296,0.00005855371,0.0001442114,0.004494217,0.0004361197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008836246,"about_ca_system_score_gemma":0.0001851739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003670965,"about_ca_topic_score_gemma":0.00006342468,"domain_scores_codex":[0.9964627,0.0009117829,0.0007481018,0.0002757949,0.0006111456,0.00099046],"domain_scores_gemma":[0.9949638,0.003316082,0.0005983187,0.0008136934,0.0001782685,0.0001298764],"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":[0.00001951125,0.00001645176,0.0008406519,0.0004654945,0.00004317428,0.00002600777,0.0002262208,2.319691e-8,7.023867e-8,0.0001192908,0.9822351,0.01600795],"study_design_scores_gemma":[0.0001977046,0.000009791594,0.006895512,0.00006365874,0.00006773981,0.000001061999,0.0009868742,7.880549e-7,9.763188e-7,0.0008410862,0.9908235,0.0001112875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003626058,0.0003679572,0.000008974618,0.9409131,0.003362872,0.001900729,0.00002322867,0.00005802044,0.05300251],"genre_scores_gemma":[0.0047561,0.0004103043,0.00003525482,0.8372744,0.01839925,0.005922948,0.00006383575,0.00005183844,0.1330861],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1036387,"threshold_uncertainty_score":0.9978024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.184855098665086,"score_gpt":0.4182325608413516,"score_spread":0.2333774621762656,"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."}}