{"id":"W2897910476","doi":"10.2174/1874325001812010389","title":"Minimal Increase in Total Hip Arthroplasty Surgical Procedural Time with the Use of a Novel Surgical Navigation Tool","year":2018,"lang":"en","type":"article","venue":"The Open Orthopaedics Journal","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intellijoint Surgical (Canada)","funders":"","keywords":"Medicine; Total hip arthroplasty; Surgery; Navigation system; Computer-assisted surgery; Statistical significance; Arthroplasty; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001798414,0.0002939204,0.0005324875,0.0001058887,0.0004682014,0.0002440127,0.0003129597,0.0001568489,0.0009427532],"category_scores_gemma":[0.000193324,0.000135798,0.000169416,0.0004865295,0.001010628,0.0005663139,0.0002913088,0.001186786,0.00003791217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005857332,"about_ca_system_score_gemma":0.0007567264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009693429,"about_ca_topic_score_gemma":0.00005542487,"domain_scores_codex":[0.9972968,0.0002375107,0.0007399331,0.0002989753,0.000890219,0.0005366298],"domain_scores_gemma":[0.9981012,0.0004407815,0.000442459,0.0003838755,0.000362114,0.0002695817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.1128138,0.009366007,0.5086156,0.0003170301,0.002002741,0.027814,0.009678656,0.0006984932,0.003134857,0.00429564,0.05429737,0.2669659],"study_design_scores_gemma":[0.04961381,0.008768945,0.1895774,0.002453614,0.0007160741,0.4436817,0.001169086,0.01422439,0.0004124442,0.00004871901,0.2882116,0.001122272],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937445,0.00005134445,0.00008135474,0.003719167,0.0001758954,0.0008660935,0.0000452218,0.00001621213,0.001300232],"genre_scores_gemma":[0.9959638,0.0000381515,0.0008555099,0.0003495242,0.001130659,0.00001745127,0.00002837137,0.00003886064,0.001577742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4158677,"threshold_uncertainty_score":0.9999705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03490767377650986,"score_gpt":0.2859824399110587,"score_spread":0.2510747661345488,"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."}}