{"id":"W4225279466","doi":"10.29173/eureka28777","title":"Featured Research Images","year":2022,"lang":"en","type":"article","venue":"Eureka","topic":"Amino Acid Enzymes and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Artificial intelligence; Computer vision; Computer science; Computer graphics (images)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003657634,0.001309161,0.001006889,0.003119516,0.0009108655,0.00234021,0.00147653,0.001938671,0.8174286],"category_scores_gemma":[0.001427567,0.0007944646,0.001256303,0.002516317,0.0002539164,0.001558277,0.001096246,0.002167669,0.5178672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007086134,"about_ca_system_score_gemma":0.0007368564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002219829,"about_ca_topic_score_gemma":0.004234809,"domain_scores_codex":[0.9996393,0.00001722631,0.00001344564,0.00005794401,0.0002049155,0.00006714396],"domain_scores_gemma":[0.9988733,0.0001524678,0.00007048179,0.00008475353,0.0004594266,0.000359637],"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":[0.00006149759,0.00003674344,0.00003396327,0.0002327396,0.000003979054,0.00006811216,0.000004705932,0.00006522213,0.002217701,0.0003728664,0.9679777,0.02892477],"study_design_scores_gemma":[0.00007058206,0.00003954657,0.0007910675,0.0001012606,0.000008378706,0.0003259417,0.00001799864,0.0002245069,0.001498883,0.0006200689,0.9962823,0.00001943848],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00207951,0.0107847,0.009883149,0.0117334,0.06604881,0.001188177,0.09237867,0.01702005,0.7888835],"genre_scores_gemma":[0.006259568,0.005155191,0.008945586,0.003847331,0.01120092,0.0004404435,0.04212432,0.002639214,0.9193875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1825714,"threshold_uncertainty_score":0.2604159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02767692906305255,"score_gpt":0.3263369050736372,"score_spread":0.2986599760105846,"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."}}