{"id":"W2077129559","doi":"10.1159/000100390","title":"Classifying Intertrochanteric Fractures of the Proximal Femur: Does Experience Matter?","year":2007,"lang":"en","type":"article","venue":"Medical Principles and Practice","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Ontario Clinical Oncology Group","funders":"","keywords":"Medicine; Femur; Intertrochanteric fracture; Surgery; Orthodontics","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":[],"consensus_categories":[],"category_scores_codex":[0.001134891,0.0001457743,0.0002515948,0.00005116149,0.0001230528,0.00002289464,0.0001890613,0.0001613847,0.0007776226],"category_scores_gemma":[0.004345832,0.00006923596,0.00007601426,0.0001359267,0.0003520465,0.000196487,0.0002018581,0.0005432974,0.0000101577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002242061,"about_ca_system_score_gemma":0.00008510309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007402171,"about_ca_topic_score_gemma":0.00003811606,"domain_scores_codex":[0.9982958,0.0001102441,0.0004014469,0.0002411966,0.0006785347,0.0002727919],"domain_scores_gemma":[0.9980432,0.001097739,0.0002308038,0.0002997422,0.0000797343,0.0002487913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008363939,0.001826005,0.7077181,0.001669174,0.0004989586,0.001033083,0.04662079,0.000002372296,0.05470378,0.004555075,0.002418908,0.1705898],"study_design_scores_gemma":[0.001134473,0.0002525561,0.5269455,0.0006259011,0.0001593306,0.001652053,0.007431082,0.0001973545,0.01720136,0.00009065958,0.4440873,0.0002223441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556796,0.0007357545,0.003535242,0.01791406,0.0004294708,0.0002935619,0.000001964879,0.00003006066,0.02138032],"genre_scores_gemma":[0.9897141,0.0001796051,0.001127337,0.008212258,0.0002728638,0.000007471456,0.000001443808,0.00001413956,0.0004707479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4416684,"threshold_uncertainty_score":0.8514423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.026872957840053,"score_gpt":0.3543165802062436,"score_spread":0.3274436223661906,"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."}}