{"id":"W2886700046","doi":"10.2106/jbjs.oa.17.00055","title":"Shoulder Arthroplasty Outcomes After Prior Non-Arthroplasty Shoulder Surgery","year":2018,"lang":"en","type":"article","venue":"JBJS Open Access","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Arthroplasty; Medicine; Shoulder surgery; Surgery","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004323022,0.0005756466,0.001089867,0.0002706171,0.0003708061,0.0008230049,0.0006102282,0.0002794461,0.01042709],"category_scores_gemma":[0.000168368,0.0004136406,0.0003526705,0.0005422369,0.000389664,0.001849932,0.001291454,0.0003587285,0.0009649477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001319727,"about_ca_system_score_gemma":0.0004457487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003233541,"about_ca_topic_score_gemma":0.0006441779,"domain_scores_codex":[0.9967509,0.00008910547,0.0007253826,0.0009663986,0.0006601961,0.0008080298],"domain_scores_gemma":[0.9974835,0.0002896477,0.000211367,0.001236942,0.0003166561,0.0004619081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001188305,0.0009141187,0.9236546,0.00007131843,0.0004893519,0.000421702,0.0002902909,0.000001414271,0.00003832979,0.00002646417,0.05118879,0.02171535],"study_design_scores_gemma":[0.002645609,0.0002789332,0.9022922,0.0001482505,0.0004627765,0.0001091608,0.0001216765,0.00003984431,0.006106183,0.00008741848,0.08718592,0.0005220263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767628,0.0001425184,0.0005302404,0.004809667,0.002193765,0.002057464,0.00005930439,0.0001681846,0.0132761],"genre_scores_gemma":[0.9795761,0.00006751173,0.0007955839,0.005857313,0.0006931386,0.0005974454,0.00006755807,0.0001095199,0.01223588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03599713,"threshold_uncertainty_score":0.9998316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06744195854501432,"score_gpt":0.4179703432427248,"score_spread":0.3505283846977104,"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."}}