{"id":"W3165656141","doi":"10.1016/j.jcjo.2021.04.010","title":"Raising the bar in retinopathy of prematurity treatment","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Retinopathy of Prematurity Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Retinopathy of prematurity; Raising (metalworking); Bar (unit); Medicine; Materials science; Gestational age; Pregnancy; Physics; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005005554,0.0001270462,0.0005845551,0.0001944242,0.00006722077,0.000009976808,0.0001311698,0.0001112136,0.0003734272],"category_scores_gemma":[0.001002586,0.00008713597,0.0001718311,0.0001981142,0.0002440774,0.00004252046,0.00001748812,0.000309529,0.000004043391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002628692,"about_ca_system_score_gemma":0.001771482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001389165,"about_ca_topic_score_gemma":0.0006979364,"domain_scores_codex":[0.9986666,0.000235163,0.0005303884,0.0001325822,0.0001447296,0.0002904644],"domain_scores_gemma":[0.9986826,0.0001987556,0.0002504385,0.0002707892,0.0003403104,0.0002570811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002325472,0.0001982338,0.7812102,0.0001746934,0.0003025364,0.2054597,0.007073137,0.00002360027,0.002965444,0.0004161769,0.0007040179,0.001239677],"study_design_scores_gemma":[0.001324019,0.0009026048,0.6310911,0.000350873,0.0001209296,0.3552589,0.001216914,0.000004929672,0.007735186,0.001032242,0.0008694985,0.00009274493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721102,0.007755751,0.000001813727,0.00471059,0.0004329627,0.0001383712,0.000007404719,0.000001200422,0.01484168],"genre_scores_gemma":[0.9988485,0.00004385268,0.0004895882,0.00004768831,0.0001193573,0.000001908059,0.00000166399,0.00001125233,0.0004362185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1501191,"threshold_uncertainty_score":0.4088766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05203007286940233,"score_gpt":0.3096076469921876,"score_spread":0.2575775741227853,"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."}}