{"id":"W4242270777","doi":"10.5035/nishiseisai.66.42","title":"","year":2017,"lang":"en","type":"article","venue":"Orthopedics & Traumatology","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005637667,0.0004959323,0.001213432,0.0002143692,0.002255877,0.0001868089,0.0004896004,0.0004253977,0.0001996768],"category_scores_gemma":[0.000775869,0.0004077618,0.0003747351,0.00008057727,0.001388796,0.0005613894,0.0003229776,0.0007474135,0.00008924225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003552988,"about_ca_system_score_gemma":0.0003221534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002337674,"about_ca_topic_score_gemma":0.0005347089,"domain_scores_codex":[0.9963922,0.00008637522,0.0008356188,0.0008832219,0.0005723238,0.001230299],"domain_scores_gemma":[0.9959051,0.0001194721,0.000602003,0.002319865,0.0002118474,0.0008417251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006302522,0.0003782499,0.8914193,0.0001008688,0.0001626013,0.00387903,0.0003096955,6.22136e-7,0.0002356475,0.006265524,0.0006444948,0.09597374],"study_design_scores_gemma":[0.008510552,0.0008003534,0.8990033,0.0001230216,0.000244035,0.01847534,0.0002228092,0.0001379655,0.0002937566,0.0002428596,0.07153584,0.0004102246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730322,0.0002581384,0.0007587352,0.01491985,0.001250701,0.000631866,0.00002957378,0.0002596949,0.008859219],"genre_scores_gemma":[0.9923535,0.0005441371,0.001992147,0.003630143,0.0004727374,0.00005418047,0.00005152815,0.00007181726,0.0008298285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09556352,"threshold_uncertainty_score":0.9998374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03454231632894787,"score_gpt":0.3219698977117632,"score_spread":0.2874275813828153,"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."}}