{"id":"W4230198285","doi":"10.2106/jbjs.j.01831","title":"Introductory Comments","year":2011,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Engineering ethics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006804856,0.00005255613,0.0003669376,0.0002105249,0.0000230862,0.000003505837,0.000004486792,0.00003066366,0.0001758778],"category_scores_gemma":[0.0002218429,0.00003556815,0.000206917,0.00005202601,0.0000464599,0.00008582615,0.0000087258,0.0001101489,0.000003861383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001039593,"about_ca_system_score_gemma":0.00004057919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000106459,"about_ca_topic_score_gemma":5.53646e-7,"domain_scores_codex":[0.9992359,0.00003055945,0.0004730377,0.00005163135,0.0001313746,0.00007753974],"domain_scores_gemma":[0.9994522,0.00005416842,0.0002326546,0.00006610775,0.0001032998,0.00009162263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001012786,0.001596499,0.6564465,0.001262926,0.000375958,0.0003282815,0.003263867,3.077242e-7,0.02417644,0.0003442013,0.1768894,0.1343028],"study_design_scores_gemma":[0.000415418,0.0002620677,0.9915931,0.0002011332,0.00005295857,0.0002366611,0.0003322781,0.000002621918,0.000331181,0.0005798933,0.005940992,0.00005168271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950278,0.001664461,0.00005833012,0.00176433,0.0003265714,0.00004223968,3.082554e-7,0.00000359654,0.001112295],"genre_scores_gemma":[0.9980614,0.0006261308,0.0005686803,0.0004379524,0.000173415,4.601095e-7,9.15162e-7,0.00000592894,0.0001250862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3351466,"threshold_uncertainty_score":0.1925739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04326544825435831,"score_gpt":0.2448999819271266,"score_spread":0.2016345336727682,"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."}}