{"id":"W4390742107","doi":"10.3233/thc-231111","title":"CT-based, robotic-arm assisted total hip arthroplasty (Mako) through anterior approach provides improved cup placement accuracy but no difference in clinical outcomes when compared to conventional technique","year":2024,"lang":"en","type":"article","venue":"Technology and Health Care","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"WOMAC; Medicine; Radiological weapon; Harris Hip Score; Total hip arthroplasty; Osteoarthritis; Surgery","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"],"consensus_categories":[],"category_scores_codex":[0.0004267596,0.0003444875,0.000929351,0.0004214784,0.0002032652,0.00004249861,0.0001154651,0.0002815583,0.00009251194],"category_scores_gemma":[0.0001765493,0.0002681495,0.0001430344,0.0003135051,0.0003889787,0.00008576712,0.0001741666,0.0009101707,0.00002920928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000200472,"about_ca_system_score_gemma":0.0007901572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001587478,"about_ca_topic_score_gemma":0.0001854419,"domain_scores_codex":[0.997324,0.000088504,0.0009771193,0.0007724933,0.0002385658,0.0005992686],"domain_scores_gemma":[0.9989411,0.0001883657,0.0001626696,0.000380073,0.0001106505,0.00021715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001527637,0.00191245,0.6985433,0.005547857,0.000309443,0.0005926836,0.001065749,0.00001306133,0.0005907885,0.003216895,0.003449642,0.2832305],"study_design_scores_gemma":[0.01423297,0.008155978,0.9246381,0.005233735,0.0002205779,0.002305628,0.005556051,0.00552579,0.0003553757,0.0003661716,0.0321243,0.001285347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9530367,0.00458022,0.01522234,0.01881295,0.001300343,0.005402334,0.0002697185,0.001037771,0.0003376366],"genre_scores_gemma":[0.9799252,0.000136918,0.01675651,0.002069363,0.00009540513,0.0004907734,0.0001421865,0.00003258604,0.0003510513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2819452,"threshold_uncertainty_score":0.9999771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04860940115807975,"score_gpt":0.368487571187755,"score_spread":0.3198781700296752,"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."}}