{"id":"W1983451370","doi":"10.2310/7070.2002.31806","title":"Poliquin Medtronic Xomed Resident Competition","year":2002,"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); 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002199276,0.00008826999,0.0001805244,0.00008910477,0.00003275587,0.0000056774,0.0002078046,0.00006567568,0.001074985],"category_scores_gemma":[0.00001325451,0.00005970007,0.00006483384,0.00008526185,0.00009594196,0.00006249178,0.000007374625,0.0003341404,0.0000939473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005009092,"about_ca_system_score_gemma":0.000007205379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005484201,"about_ca_topic_score_gemma":0.00002990015,"domain_scores_codex":[0.9992782,0.00006182376,0.0003130073,0.00003462933,0.0001241338,0.0001882046],"domain_scores_gemma":[0.9996124,0.00008083793,0.00006919912,0.0001367499,0.0000418507,0.00005897995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003224734,0.00188822,0.1399201,0.002247193,0.006317421,0.01215099,0.04287568,0.2001307,0.129385,0.1725361,0.2787852,0.01053871],"study_design_scores_gemma":[0.007658741,0.003118256,0.6225494,0.0003961138,0.001504192,0.01483513,0.000564427,0.05827171,0.01253968,0.01778891,0.259151,0.001622472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707751,0.009920021,0.01055881,0.0007522013,0.0008102926,0.0000907479,0.000004322056,0.00005702803,0.007031462],"genre_scores_gemma":[0.9973179,0.002040569,0.0001558498,0.0001174754,0.0002177344,0.000001067943,9.152416e-7,0.00001499926,0.0001335447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4826292,"threshold_uncertainty_score":0.9998382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02054545491223862,"score_gpt":0.1903514589193309,"score_spread":0.1698060040070923,"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."}}