{"id":"W4254540890","doi":"10.12968/hmed.2016.77.9.504","title":"Clinical News","year":2016,"lang":"en","type":"article","venue":"British Journal of Hospital Medicine","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre hospitalier de l'Université Laval","funders":"","keywords":"Medicine; Human immunodeficiency virus (HIV); Family 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002187724,0.0001032116,0.000538283,0.00007970552,0.0002089442,0.000002813257,0.0002427117,0.000210602,0.00147259],"category_scores_gemma":[0.004083893,0.00006486636,0.0001294679,0.0001353796,0.0001697769,0.0001718115,0.00004993034,0.0009321562,0.0001847643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007856695,"about_ca_system_score_gemma":0.0003908823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001882099,"about_ca_topic_score_gemma":0.00007563741,"domain_scores_codex":[0.9967269,0.0005448143,0.00173254,0.0001447546,0.0004406077,0.0004103584],"domain_scores_gemma":[0.9968199,0.001000765,0.0008809551,0.0001370874,0.0006241391,0.0005372061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003608962,0.00005023673,0.411441,0.00003988496,0.00001244901,0.0003542772,0.0001880001,4.051873e-9,0.000004337658,0.00004878069,0.3031717,0.2846532],"study_design_scores_gemma":[0.006524712,0.002770873,0.610518,0.006291057,0.00005889312,0.000230094,0.002044208,3.258618e-7,5.851197e-7,0.001179461,0.370223,0.0001587105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8814999,0.009698419,0.001418368,0.08733684,0.01496711,0.0004336186,0.0000218805,0.00003980573,0.004583984],"genre_scores_gemma":[0.956972,0.01730724,0.0003116479,0.003080197,0.02002988,0.000002768927,0.000001875049,0.00002527778,0.002269095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2844945,"threshold_uncertainty_score":0.9994402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0727337020146081,"score_gpt":0.4654722820828849,"score_spread":0.3927385800682768,"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."}}