{"id":"W4285731127","doi":"10.1097/sla.0000000000005607","title":"IDEAL, Versius, Reality","year":2022,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ideal (ethics); Psychological intervention; Family medicine; Law; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.00379142,0.0003775138,0.0003237431,0.001294731,0.003122363,0.009385906,0.0006543043,0.00198609,0.04896787],"category_scores_gemma":[0.01395363,0.0002420782,0.0002351569,0.000850331,0.01311785,0.008386848,0.004086269,0.003542452,0.01270958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002589895,"about_ca_system_score_gemma":0.003098193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002331646,"about_ca_topic_score_gemma":0.00293926,"domain_scores_codex":[0.9962043,0.002000317,0.0001761889,0.0003481086,0.0008834684,0.0003875603],"domain_scores_gemma":[0.99646,0.001196018,0.0003364268,0.0004576316,0.0006113343,0.0009386508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004143144,0.00001389214,0.0007361281,0.0001069181,0.000006005879,0.0001570021,0.005109067,0.00006333883,0.00004833195,0.7830154,0.1606105,0.050092],"study_design_scores_gemma":[0.00001127757,0.00001797402,0.0005396549,0.0003112099,0.000005821215,0.0005464837,0.004256525,0.00006316927,0.00004371594,0.1570723,0.8371212,0.00001068807],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004276798,0.01305971,0.005510106,0.107399,0.005659672,0.00003060882,0.0001908982,0.0001536699,0.8637195],"genre_scores_gemma":[0.5574995,0.0279852,0.008911408,0.03533439,0.005148867,0.0001863041,0.0005578281,0.0006613568,0.3637152],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04896787,"threshold_uncertainty_score":0.1638138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3600650049202647,"score_gpt":0.3882318824159779,"score_spread":0.02816687749571323,"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."}}