{"id":"W4299545303","doi":"10.5301/hipint.5000334","title":"Residents' Sessions","year":2015,"lang":"en","type":"article","venue":"Hip International","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007654788,0.00004439472,0.00005812903,0.00005402042,0.00002194471,0.00001236317,0.00004466591,0.00002493416,0.001085166],"category_scores_gemma":[0.000180309,0.00003392017,0.00003034508,0.00003152388,0.00002390569,0.00007074109,0.00003309277,0.00007113453,0.000490007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003245355,"about_ca_system_score_gemma":0.00008047187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000187128,"about_ca_topic_score_gemma":0.000003030746,"domain_scores_codex":[0.9994408,0.00000766841,0.00009506076,0.00008803375,0.0002882463,0.00008022531],"domain_scores_gemma":[0.9996547,0.00002006823,0.00002396983,0.00007802741,0.00009140377,0.0001318909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002347782,0.0002421819,0.5754398,0.000008055049,0.00009139889,0.0003575181,0.0003675928,0.000006631655,0.000584903,0.007679801,0.3908772,0.02411023],"study_design_scores_gemma":[0.002337824,0.000103505,0.3291532,0.00008479046,0.00001872719,0.0007599405,0.0002102795,0.0003272779,0.0003439818,0.0004429262,0.6661242,0.00009339752],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7851372,0.00009076487,0.0007054802,0.007489584,0.004059722,0.0001038226,0.00002908948,0.00009673621,0.2022876],"genre_scores_gemma":[0.9835768,0.00000941067,0.0006643117,0.0007350258,0.0005899351,0.000003487676,0.00004360535,0.000006391047,0.01437105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.275247,"threshold_uncertainty_score":0.999828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04770340698179652,"score_gpt":0.3316861713453007,"score_spread":0.2839827643635041,"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."}}