{"id":"W4392852322","doi":"10.1016/b978-0-323-95068-8.00006-6","title":"Clinical evidence","year":2024,"lang":"en","type":"book-chapter","venue":"Artificial Intelligence in Medicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002856586,0.0006062643,0.001439764,0.000927816,0.00008949686,0.00004000327,0.0003625969,0.001064288,0.006245739],"category_scores_gemma":[0.002460394,0.0005063195,0.00036422,0.0003642937,0.00117162,0.0001443823,0.00010927,0.002651079,0.008511249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004425907,"about_ca_system_score_gemma":0.0007517575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007665857,"about_ca_topic_score_gemma":0.0008223937,"domain_scores_codex":[0.9936803,0.00005969305,0.003491984,0.001255916,0.0008991705,0.0006129219],"domain_scores_gemma":[0.9958162,0.001812736,0.000365771,0.0009956034,0.0005090825,0.0005005581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003020182,0.000102939,0.0005220726,0.0005846215,0.00008057614,0.0006599475,0.001147343,0.000009360288,0.00005451316,0.3175803,0.007625742,0.6713305],"study_design_scores_gemma":[0.00001701623,0.001938854,0.0001003982,0.02308222,0.0005350524,0.0001587228,0.001280491,0.001963598,0.0006577348,0.8286353,0.1409855,0.0006451807],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002500095,0.0387855,0.002179008,0.06480352,0.01603114,0.003001825,0.00001470393,0.0004846421,0.8721995],"genre_scores_gemma":[0.2407014,0.03472823,0.0009741107,0.005324137,0.01646833,0.0001099113,0.000129368,0.000324424,0.7012401],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6706854,"threshold_uncertainty_score":0.9997388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5525339588441397,"score_gpt":0.5532416169136275,"score_spread":0.0007076580694878043,"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."}}