{"id":"W4239115551","doi":"10.2310/7070.2004.00008","title":"Poliquin Medtronic Xomed Resident Competition","year":2004,"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; Ecology","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":[0.0002543192,0.00008836843,0.0001775743,0.0000872032,0.00003240189,0.000005375174,0.0002046974,0.00006617519,0.0001482947],"category_scores_gemma":[0.00001215062,0.00005958122,0.00006484123,0.00008418955,0.0001031555,0.00006377531,0.000007730117,0.0003326802,0.00004394792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009497367,"about_ca_system_score_gemma":0.00004102988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001698448,"about_ca_topic_score_gemma":0.00008237305,"domain_scores_codex":[0.9993112,0.00003891241,0.0003075952,0.00003458558,0.0001230033,0.0001847223],"domain_scores_gemma":[0.9996502,0.00004851654,0.00006797096,0.0001285871,0.00004544642,0.00005920922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.002371484,0.0005987723,0.02605271,0.0007834137,0.002110771,0.004969662,0.01345383,0.6038623,0.09233961,0.2458304,0.00651908,0.001107935],"study_design_scores_gemma":[0.01018398,0.0028463,0.7780859,0.0004774652,0.001127586,0.01270401,0.0005848315,0.001756285,0.03633144,0.1050633,0.04963163,0.001207173],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653267,0.003139423,0.02858428,0.0006008522,0.0005770085,0.0000695294,0.00000295967,0.00003988638,0.001659344],"genre_scores_gemma":[0.998415,0.0008700439,0.0003518933,0.0001204137,0.0002012176,0.000001075087,0.000001620853,0.00001499691,0.00002376937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7520332,"threshold_uncertainty_score":0.2429651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01200509817985039,"score_gpt":0.1995010156959264,"score_spread":0.1874959175160761,"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."}}