{"id":"W4386529438","doi":"10.1007/s10456-023-09887-4","title":"2022 14th HHT International Scientific Conference Abstracts","year":2023,"lang":"en","type":"article","venue":"Angiogenesis","topic":"Retinopathy of Prematurity Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Pathology, University of Utah; Department of Radiology and Biomedical Imaging, University of California, San Francisco; Augusta University; University of California, San Francisco; University of Toronto; U.S. Department of Veterans Affairs; University of Southern California; Hospital for Sick Children","keywords":"Medicine; Computational biology; Library science; Engineering ethics; Computer science; Biology; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003343279,0.0001014558,0.0001617893,0.0002447112,0.0001461409,0.00006519824,0.0001564152,0.00004939216,0.0003537121],"category_scores_gemma":[0.0002284607,0.00009270518,0.0001272318,0.0004112202,0.0001214487,0.00007294003,0.0001190089,0.00005709928,0.001588192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003365662,"about_ca_system_score_gemma":0.00006274428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002543155,"about_ca_topic_score_gemma":0.00002018771,"domain_scores_codex":[0.9988515,0.00001482029,0.0001809226,0.0002892216,0.0004375277,0.000225972],"domain_scores_gemma":[0.9993508,0.00005583363,0.00005483047,0.0002572634,0.0001965616,0.00008474972],"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":[0.0001632,0.0003221189,0.182357,0.0002279008,0.0008168226,0.00089622,0.003617872,0.00003212171,0.213137,0.001112453,0.5590709,0.03824647],"study_design_scores_gemma":[0.0004546685,0.00004904269,0.9005947,0.00008472613,0.00008895953,0.00004540391,0.0006206051,0.0001495867,0.02423338,0.0003837312,0.07312588,0.0001693125],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825319,0.0003909399,0.00001188539,0.005002481,0.001376583,0.0001634584,0.00003003202,0.000216252,0.01027649],"genre_scores_gemma":[0.9860074,0.00012255,0.0002651417,0.0001378641,0.0002278016,0.00002004462,0.000120477,0.00001398874,0.01308474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7182378,"threshold_uncertainty_score":0.9991892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0423257253201834,"score_gpt":0.3035312785830922,"score_spread":0.2612055532629088,"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."}}