{"id":"W4386914269","doi":"10.1053/j.sart.2023.09.001","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"Seminars in Arthroplasty JSES","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Joseph's Health Care","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001585027,0.0007545904,0.0003938978,0.001227686,0.001179497,0.003454468,0.001466608,0.002055076,0.4885921],"category_scores_gemma":[0.005719406,0.0002062975,0.0005822571,0.0007396967,0.0006598649,0.001712942,0.002661115,0.001986,0.3345872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001031786,"about_ca_system_score_gemma":0.002669741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0011258,"about_ca_topic_score_gemma":0.001793462,"domain_scores_codex":[0.9988708,0.0001794053,0.00004853712,0.0002170298,0.0005289334,0.0001552039],"domain_scores_gemma":[0.9974738,0.0003551343,0.0001048818,0.0002257065,0.001033868,0.0008066329],"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":[0.00007869599,0.00007317443,0.0005955695,0.0002690518,0.000005009514,0.0002183849,0.0002028748,0.00008292816,0.0005528458,0.0217119,0.7526512,0.2235583],"study_design_scores_gemma":[0.000005498556,0.00001945348,0.0002757422,0.0001210554,0.000001916846,0.000206105,0.00006487647,0.00001838195,0.000110551,0.002493184,0.9966791,0.000004099162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0022646,0.005745332,0.01102605,0.03159814,0.03054423,0.0003362108,0.003622969,0.001536071,0.9133264],"genre_scores_gemma":[0.008835521,0.003846773,0.004610465,0.01260113,0.007000042,0.0002822684,0.002436871,0.0004756994,0.9599113],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5114079,"threshold_uncertainty_score":0.7294613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178104128314075,"score_gpt":0.262010123561476,"score_spread":0.2502290822783353,"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."}}