{"id":"W2076545782","doi":"10.1167/iovs.14-14876","title":"Retinal Segmentation to Demonstrate Hyperplasia in Ataxia of Charlevoix-Saguenay: Critique on Study Methodology and Results","year":2014,"lang":"en","type":"letter","venue":"Investigative Ophthalmology & Visual Science","topic":"Genetic Neurodegenerative Diseases","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Segmentation; Ataxia; Retinal; Medicine; Neuroscience; Computer science; Psychology; Artificial intelligence; Ophthalmology","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":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002511774,0.0006233045,0.0008930042,0.001023145,0.0002936821,0.00008274477,0.001062078,0.0003531052,0.00002024723],"category_scores_gemma":[0.01375713,0.000588636,0.0000663397,0.001561656,0.005984366,0.0002135991,0.0004354259,0.001267017,0.00003984002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001280688,"about_ca_system_score_gemma":0.0005175807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002397708,"about_ca_topic_score_gemma":0.00001597281,"domain_scores_codex":[0.9884735,0.005929862,0.001074911,0.002632733,0.0009911037,0.0008979198],"domain_scores_gemma":[0.9951048,0.00300589,0.000684552,0.0005994195,0.0002685703,0.0003367569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002047469,0.0002103939,0.01146507,0.00004243783,0.000006288432,0.001200661,0.001081696,0.00009588538,0.98276,0.00003892602,0.002807157,0.00008674757],"study_design_scores_gemma":[0.0007148543,0.005030477,0.05726036,0.0001248509,0.0000291763,0.0003960584,0.0002937735,0.0001077092,0.9344896,0.001008844,0.00007381832,0.0004704942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9531947,0.00000954095,0.00001076253,0.04429664,0.0002784183,0.001567306,0.0001330367,0.00002669888,0.0004829314],"genre_scores_gemma":[0.902245,0.000003324495,0.001575128,0.09556813,0.0001811531,0.000217465,0.00001481502,0.00004079586,0.0001541594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05127149,"threshold_uncertainty_score":0.9996565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1341775981742624,"score_gpt":0.4017795758224778,"score_spread":0.2676019776482154,"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."}}