{"id":"W4392095339","doi":"10.1302/3114-240539","title":"Surgical Pearls for Hip Replacement in Patients with Obesity","year":2024,"lang":"en","type":"dataset","venue":"OrthoMedia","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hip replacement; Medicine; Obesity; General surgery; Surgery; Arthroplasty; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.000289957,0.0003497297,0.0006580456,0.0002595158,0.00004581071,0.00003331191,0.00009323526,0.0002807948,0.0006943063],"category_scores_gemma":[0.00007795401,0.0002380215,0.0001325786,0.0001911209,0.00008581828,0.00004478016,0.00009117473,0.0005665334,0.0005754204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009769786,"about_ca_system_score_gemma":0.0002719577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003238898,"about_ca_topic_score_gemma":0.0002148624,"domain_scores_codex":[0.9978843,0.00002993102,0.0004209236,0.0006051065,0.0005900416,0.0004696746],"domain_scores_gemma":[0.9989474,0.0001161593,0.0001169258,0.0005028545,0.00007470009,0.0002419065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001073356,0.0004814265,0.08182731,0.000758782,0.00008217317,0.0005150971,0.00002232113,1.194513e-7,2.133434e-8,0.00000333932,0.9130676,0.002168403],"study_design_scores_gemma":[0.004995842,0.001269728,0.05545081,0.0006902959,0.0002295586,0.000043859,0.0000139808,0.000001897663,4.83222e-7,0.000003264055,0.9370365,0.0002637976],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.06027402,0.0002369218,0.000001092807,0.0001258469,0.001037838,0.001392796,0.9367735,0.00003827658,0.0001197009],"genre_scores_gemma":[0.001895295,0.0001793925,0.00009900246,0.000131521,0.000624703,0.0001245711,0.9959083,0.00004299694,0.0009942406],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05913477,"threshold_uncertainty_score":0.9706237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00908584255410225,"score_gpt":0.2541160877933989,"score_spread":0.2450302452392967,"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."}}