{"id":"W6930115998","doi":"10.5281/zenodo.11985323","title":"Lindberg catalogue 2022 pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Microscopic Colitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Eyewear; Amateur; Polymethyl methacrylate; Product line; Elegance; Titanium","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002726849,0.0002405865,0.0003116752,0.0005325026,0.0003326718,0.0003537895,0.0005619975,0.0002312586,0.4599795],"category_scores_gemma":[0.0003299946,0.0002513905,0.0001009096,0.00048772,0.0001599574,0.00003646453,0.001128884,0.000641347,0.3651881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002339354,"about_ca_system_score_gemma":0.00001233146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001573385,"about_ca_topic_score_gemma":0.000005435045,"domain_scores_codex":[0.9982049,0.0001223121,0.0002476475,0.0006197074,0.0004123685,0.000393031],"domain_scores_gemma":[0.9986827,0.000008299265,0.00009512425,0.0007756293,0.0001840275,0.0002542321],"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":[0.00002339764,0.00007097296,5.789797e-7,0.0006104593,0.0001274389,0.0001822984,0.0002329924,8.452263e-8,0.0006246895,0.0006807668,0.9814951,0.01595116],"study_design_scores_gemma":[0.0004605836,0.0001913265,0.00003362694,0.0005017437,0.00008889472,0.0004986917,0.00005520323,0.000008284353,0.00009993748,0.00006270468,0.9977887,0.0002103513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005492374,0.001597331,0.000172842,0.0007839761,0.0003970331,0.0007375035,0.00102706,0.001526697,0.9937027],"genre_scores_gemma":[0.0006723703,0.0004246664,0.0001534993,0.0002606973,0.0008982047,6.483174e-8,0.01041268,0.01257224,0.9746056],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09479141,"threshold_uncertainty_score":0.9999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02380479514297386,"score_gpt":0.2658740281863216,"score_spread":0.2420692330433477,"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."}}