{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001199563,0.0005162083,0.0003062953,0.0007601981,0.001702137,0.001885421,0.0007777506,0.0008678094,0.3407978],"category_scores_gemma":[0.001328878,0.0002133901,0.0004186827,0.0003082787,0.0003248896,0.0006010632,0.001689321,0.001137706,0.05873627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007740983,"about_ca_system_score_gemma":0.002762782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001573731,"about_ca_topic_score_gemma":0.006660225,"domain_scores_codex":[0.9990552,0.0000990122,0.00002651209,0.0001386513,0.0003897885,0.0002908266],"domain_scores_gemma":[0.9973698,0.0001254653,0.00005311862,0.00005104121,0.0004602335,0.001940303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001654036,0.001242259,0.005767189,0.00014644,0.0000225769,0.001195054,0.0004412724,0.0005902774,0.004610008,0.008691709,0.7477825,0.2278568],"study_design_scores_gemma":[0.0004082477,0.002482011,0.02247156,0.00008579121,0.00001390441,0.002218802,0.0007664111,0.001764016,0.001471667,0.002008165,0.9662662,0.00004320923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1103672,0.0008088141,0.003244026,0.01242585,0.008562522,0.0002793833,0.002011328,0.0008071812,0.8614936],"genre_scores_gemma":[0.1413719,0.0004147892,0.0009578355,0.001921197,0.001101431,0.00006911051,0.001023572,0.000223892,0.8529162],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3407978,"threshold_uncertainty_score":0.9402719,"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."}}