{"id":"W7006084436","doi":"","title":"State Library of Iowa District News: Southeast District Newsletter: Friday Open Forums, January 5, 2022","year":2022,"lang":"en","type":"other","venue":"Iowa Publications Online (State Library of Iowa)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mistake; State (computer science); Join (topology); Quarter (Canadian coin)","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":[],"category_scores_codex":[0.0002049376,0.0008391371,0.001175657,0.001175698,0.0001626124,0.0003242293,0.004359298,0.0004036817,0.006974611],"category_scores_gemma":[0.000112071,0.0008659509,0.0006750977,0.00162092,0.0003934711,0.0002534636,0.004284132,0.0006537669,0.00002471665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003085058,"about_ca_system_score_gemma":0.000871081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004849001,"about_ca_topic_score_gemma":0.0001396175,"domain_scores_codex":[0.9952667,0.0004150494,0.001553646,0.001466496,0.0006001307,0.0006980038],"domain_scores_gemma":[0.9943139,0.00007910727,0.00191123,0.003255234,0.0001028695,0.0003376705],"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":[0.0001010634,0.0009794508,0.00520989,0.0001841101,0.0006357061,0.00001158636,0.00003216062,0.00001533624,0.003859218,0.0002154097,0.9763775,0.01237858],"study_design_scores_gemma":[0.0007012303,0.0002930804,0.001434081,0.00008179236,0.0001748665,0.00001115053,0.0001829759,0.0000540436,0.01388382,0.0004952358,0.9818548,0.000832948],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01055017,0.01316693,0.005601261,0.02494592,0.0003281249,0.006014995,0.07479554,0.00146751,0.8631296],"genre_scores_gemma":[0.003518962,0.01166233,0.02089825,0.002158351,0.0006476874,0.0005228553,0.154784,0.001409331,0.8043982],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07998849,"threshold_uncertainty_score":0.9993791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00925872522656389,"score_gpt":0.2550368325887071,"score_spread":0.2457781073621432,"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."}}