{"id":"W4239027200","doi":"10.2310/7070.2003.14021","title":"Poliquin Medtronic Xomed Resident Competition","year":2003,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Competition (biology); Surgery; General surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003994367,0.00008840246,0.0001804122,0.00008243568,0.00003232817,0.000005207572,0.0001605575,0.00006546916,0.0003993167],"category_scores_gemma":[0.00002756837,0.0000597177,0.00006232236,0.0000866733,0.0000890286,0.00005364994,0.000004018793,0.0003195122,0.0000374318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005288693,"about_ca_system_score_gemma":0.00003241357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004482814,"about_ca_topic_score_gemma":0.00003287366,"domain_scores_codex":[0.9992437,0.0001077936,0.0003089791,0.00003460926,0.0001154636,0.0001894778],"domain_scores_gemma":[0.9996034,0.00008820711,0.00006844253,0.000133494,0.00004737925,0.00005907622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001946657,0.0006749613,0.1127569,0.00101017,0.002938597,0.004221862,0.01117751,0.1100576,0.09082117,0.6289828,0.03429355,0.001118315],"study_design_scores_gemma":[0.00702816,0.002355388,0.5261231,0.0002952746,0.001309677,0.01508594,0.0007892071,0.003533648,0.04191782,0.05667087,0.3434803,0.001410593],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619915,0.005470779,0.02309571,0.0002090993,0.0008633923,0.00008557968,0.000002776636,0.00003815008,0.00824296],"genre_scores_gemma":[0.998539,0.0008697871,0.0003079014,0.00009439824,0.0001007531,0.000001112288,9.64891e-7,0.00001493801,0.00007109009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5723119,"threshold_uncertainty_score":0.4372237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01324797744053464,"score_gpt":0.1987661046426622,"score_spread":0.1855181272021275,"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."}}