{"id":"W3183015861","doi":"10.1126/science.abg1834","title":"Beware explanations from AI in health care","year":2021,"lang":"en","type":"article","venue":"Science","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":231,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Novo Nordisk Fonden","keywords":"Psychology; Data science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008531103,0.0008642174,0.000810702,0.001771176,0.001677662,0.006140888,0.00133321,0.005392574,0.01180668],"category_scores_gemma":[0.029523,0.0006525733,0.000727164,0.001083506,0.01355973,0.01285028,0.00386125,0.007882492,0.001372298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002827559,"about_ca_system_score_gemma":0.003538375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002541899,"about_ca_topic_score_gemma":0.002129432,"domain_scores_codex":[0.9941351,0.003658431,0.000226496,0.0004582927,0.001271579,0.0002500781],"domain_scores_gemma":[0.9740452,0.01954601,0.001202063,0.002913142,0.001454019,0.0008395532],"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":[0.00004428125,0.00003695813,0.0007269056,0.0003376609,0.000065141,0.0001373226,0.001057178,0.001343312,0.0001110264,0.9532424,0.01396992,0.02892807],"study_design_scores_gemma":[0.00002170046,0.00001062432,0.0002038454,0.0001433094,0.00001541813,0.00005890898,0.0001943684,0.0009537534,0.0001257803,0.9756409,0.02262168,0.000009723056],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01463609,0.04174641,0.1754624,0.5920134,0.006643893,0.0001259204,0.0004479749,0.0004492905,0.1684747],"genre_scores_gemma":[0.8093123,0.02703946,0.08328966,0.04198158,0.01046895,0.0003583239,0.0005314936,0.0003298089,0.0266884],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01180668,"threshold_uncertainty_score":0.04511738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.158082964882692,"score_gpt":0.5025488631789206,"score_spread":0.3444658982962286,"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."}}