{"id":"W4285403825","doi":"10.1016/j.orthop.2022.07.001","title":"Complex limb salvage with an orthoplastic approach","year":2022,"lang":"en","type":"article","venue":"Orthoplastic Surgery","topic":"Bone fractures and treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Amputation; Tibia; Surgery; External fixation; Soft tissue; Salvage therapy; Internal fixation; External fixator","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":[],"category_scores_codex":[0.0002499873,0.0003202577,0.0006099466,0.0002731631,0.0004073695,0.00003418766,0.0000823564,0.00005925457,0.001940808],"category_scores_gemma":[0.0001015436,0.0002477701,0.0001880742,0.0004943958,0.00009104178,0.0001043587,0.00008977988,0.0003834437,0.00004626095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001114326,"about_ca_system_score_gemma":0.0003174797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005886181,"about_ca_topic_score_gemma":0.00002422978,"domain_scores_codex":[0.9977522,0.0001367631,0.0003411838,0.0005662263,0.0006822431,0.0005214023],"domain_scores_gemma":[0.9981816,0.0007209554,0.0001525076,0.0005216971,0.00005772242,0.0003655449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004294375,0.00380899,0.9650043,0.0001623081,0.0006242765,0.003638856,0.0002315491,0.002085405,0.0001855934,0.0002614217,0.008310531,0.0113924],"study_design_scores_gemma":[0.003168321,0.002640142,0.9295285,0.00006535264,0.0008186379,0.005144975,0.0005985093,0.005040211,0.00003760699,0.00003702684,0.05214929,0.0007713908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925184,0.0001406396,0.001749468,0.0001607465,0.000380231,0.0004108308,0.00007989435,0.0002289502,0.004330814],"genre_scores_gemma":[0.9948306,0.000009091768,0.001902743,0.0006540575,0.0001584697,0.0001746827,0.001049263,0.00008699272,0.001134113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04383875,"threshold_uncertainty_score":0.9999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03580990386704967,"score_gpt":0.2514843876669232,"score_spread":0.2156744837998735,"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."}}