{"id":"W2502690185","doi":"","title":"BIOMECHANICAL STUDIES IN ORTHOPAEDIC SURGERY: SCIENCE (F)OR COMMON SENSE?","year":2014,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery-british Volume","topic":"Bone fractures and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Construct (python library); Fixation (population genetics); Construct validity; Medicine; Psychology; Physical therapy; Surgery; Computer science; Patient satisfaction","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":[],"consensus_categories":[],"category_scores_codex":[0.003877884,0.0001865026,0.00167284,0.0008096967,0.0001500143,0.0000831002,0.00002490283,0.0001016302,0.00006588687],"category_scores_gemma":[0.00192003,0.0001506548,0.0004134895,0.0006118164,0.000430395,0.0003083292,0.00007455362,0.00036194,0.000007448696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001077726,"about_ca_system_score_gemma":0.0003167809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003081483,"about_ca_topic_score_gemma":0.0002409672,"domain_scores_codex":[0.9972031,0.0001184626,0.001310343,0.0002683622,0.0006528105,0.0004469254],"domain_scores_gemma":[0.9979509,0.0005705309,0.0005937207,0.0001854939,0.0003274345,0.0003719964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008430926,0.0009995252,0.686969,0.0004832746,0.000341383,0.02451797,0.0002549958,0.000001831462,0.001690294,0.00002680794,0.05100163,0.2328702],"study_design_scores_gemma":[0.002727744,0.0008625244,0.9152768,0.005241317,0.000284669,0.05420644,0.0004198766,0.0002977934,0.0007272298,0.0006515424,0.01888732,0.000416802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919965,0.004860501,0.00003090863,0.002202511,0.0006982512,0.0001111777,0.00000534835,0.00001615182,0.00007867113],"genre_scores_gemma":[0.9938214,0.004507263,0.0003040859,0.0007198603,0.0002899137,0.000003068565,0.000003186409,0.00002190981,0.0003292715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2324534,"threshold_uncertainty_score":0.6143523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05179827438012176,"score_gpt":0.3076754452175863,"score_spread":0.2558771708374645,"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."}}