{"id":"W2084302076","doi":"10.1145/1835449.1835574","title":"Medical search and classification tools for recommendation","year":2010,"lang":"en","type":"article","venue":"","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Computer science; Information retrieval; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001894784,0.00004276695,0.0001139235,0.00005084337,0.00006779216,0.00002699731,0.00002412057,0.0001628597,0.0008909144],"category_scores_gemma":[0.001097161,0.00003152904,0.00001640525,0.00006190906,0.00002349939,0.00009603149,0.000008111561,0.0002320093,0.00001943033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001961721,"about_ca_system_score_gemma":0.0007140802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003801925,"about_ca_topic_score_gemma":0.000471959,"domain_scores_codex":[0.9992799,0.00003820146,0.0002147707,0.0001418417,0.0001652147,0.0001601171],"domain_scores_gemma":[0.9990672,0.0002422718,0.00001837614,0.0001138621,0.0001531387,0.0004051412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000205456,0.00003004572,0.004312679,0.0002092493,0.000004269732,3.377028e-7,0.0001106693,1.400602e-9,0.001038108,0.03163638,0.007157743,0.95548],"study_design_scores_gemma":[0.001082656,0.0002552771,0.1321293,0.00003057618,0.000004399759,0.00009595313,0.0003941506,0.008207386,0.0001222403,0.0001148333,0.8574983,0.00006492108],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.623937,0.0000112821,0.01512902,0.3318946,0.0005206715,0.001239788,0.00001097161,0.00008507027,0.02717159],"genre_scores_gemma":[0.991882,0.00003368976,0.00337428,0.003113339,0.000506624,0.00005347589,0.0001223807,0.000008322382,0.0009058558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9554151,"threshold_uncertainty_score":0.9754887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1702162512647939,"score_gpt":0.4608717763834923,"score_spread":0.2906555251186984,"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."}}