{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002333447,0.001506763,0.001455296,0.01159796,0.0007908688,0.002532261,0.00203167,0.001719472,0.05624479],"category_scores_gemma":[0.01510331,0.000501104,0.00166751,0.008216316,0.0002281033,0.002546854,0.001143309,0.001169864,0.03056759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001341584,"about_ca_system_score_gemma":0.001632836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01525171,"about_ca_topic_score_gemma":0.02665856,"domain_scores_codex":[0.9980553,0.0004014785,0.0002739172,0.0002965327,0.000846258,0.0001265284],"domain_scores_gemma":[0.9949202,0.002633343,0.0003609441,0.0007188478,0.001124762,0.0002419733],"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":[0.0002715385,0.0002718566,0.003567056,0.0006972363,0.0001760635,0.0001833408,0.0001168792,0.0068777,0.001635913,0.009798469,0.1972894,0.7791145],"study_design_scores_gemma":[0.0004366928,0.0002670671,0.007695276,0.0008958961,0.0002798754,0.0006837669,0.0005390528,0.537094,0.008647103,0.06642093,0.3768574,0.0001830165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01712419,0.010562,0.6845469,0.011197,0.001028737,0.003323968,0.08143765,0.1190506,0.07172901],"genre_scores_gemma":[0.09361036,0.004610183,0.8044767,0.002265548,0.0006412143,0.001350013,0.06149356,0.001164758,0.03038763],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05624479,"threshold_uncertainty_score":0.1881576,"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."}}